Geolocation twitter-text-network
•
0 likes•107 views
geolocation of twitter users / social media users using text-based and network-based models geotagging
Report
Share
Report
Share
Download to read offline
Recommended
Flux of MEME - DOW 1st semester
This document provides a summary of the Flux of Meme project for the 1st semester deliverable. The project involves fetching geo-located social media data from Twitter, creating clusters of this information, extracting topics from the clusters, and analyzing statistics to create timeline predictions. Initial issues involved limited access to Twitter data and a small percentage of tweets being geo-tagged. The document outlines the software architecture and application lifecycle, and discusses plans to refine the topic extraction algorithm and Twitter data collection.
Ieee social com-groupinabox-v2
Paper presentation for IEEE Social Computing Conference, October 2011, showing NodeXL Group-in-a-Box feature
Classification of Computer Networks
The document discusses different types of computer networks and network topologies. It describes Personal Area Networks (PAN), Local Area Networks (LAN), Wide Area Networks (WAN), and Metropolitan Area Networks (MAN). It also outlines different network topologies including bus, ring, star, mesh, tree, and hybrid topologies. Key details about each type of network and topology are provided.
Kno we scape2014-thess-bouchoumarkhoff
The document discusses semantic web mediation, which involves two main steps: 1) providing semantic access to data through the use of ontologies, and 2) the mediation process. It describes applying these concepts to the Personae project, which uses a mediator to provide unified access and querying of distributed semantic web data sources described by different local ontologies. The mediator aligns the local ontologies to a global reference ontology to facilitate query answering across sources.
TMRA2009 Key Note
This is the NetworkedPlanet keynote presentation from the TMRA 2009 conference. The focus of this presentation is on the challenges for the topic maps community
ENHANCING AVAILABILITY FOR DISTRIBUTED REPLICATED SERVICES CONSIDERING NETWOR...
Mechanism to improve data or service availability is critical for an enterprise to ensure the quality of service in terms of availability. Replication has been used to improve system availability. The number and location of the replicas are two impact factors on availability. In this paper, we will consider the impact of the node and network edge failures on the availability of replicated data or services. The Effective availability modeling approach is designed and efficient availability computing algorithms are developed to model and compute availability of replicated services for systems with the tree topology. The availability enhancement problem (maximizing the objective function) is transformed to a p-median problem
(minimizing the objective function) through re-define the availability enhancement problem. An efficient
replica allocation algorithm is developed to improve data availability in tree networks, with a runtime
complexity of O(K|V|2 ), where K is the number of replicas and |V| is the number of nodes in the tree network. Finally, experimental studies have been conducted to evaluate how efficient and effective the proposed availability computing algorithm and the availability enhancement algorithm on improving the availability of replicated data or services. The results show that the proposed solutions are efficient and
effective on availability computing and availability enhancement.
web 2.0
La Web 2.0 permite a los usuarios interactuar y colaborar como creadores de contenido en una comunidad virtual, facilitando el compartir información y la interoperabilidad. El docente Mauricio Castellano fue entrevistado sobre la Web 2.0 y respondió de manera correcta a cada pregunta, aunque la sociedad en general tiene un conocimiento superficial sobre la Web 2.0 o la desconoce, lo que afecta su uso.
Recommended
Flux of MEME - DOW 1st semester
This document provides a summary of the Flux of Meme project for the 1st semester deliverable. The project involves fetching geo-located social media data from Twitter, creating clusters of this information, extracting topics from the clusters, and analyzing statistics to create timeline predictions. Initial issues involved limited access to Twitter data and a small percentage of tweets being geo-tagged. The document outlines the software architecture and application lifecycle, and discusses plans to refine the topic extraction algorithm and Twitter data collection.
Ieee social com-groupinabox-v2
Paper presentation for IEEE Social Computing Conference, October 2011, showing NodeXL Group-in-a-Box feature
Classification of Computer Networks
The document discusses different types of computer networks and network topologies. It describes Personal Area Networks (PAN), Local Area Networks (LAN), Wide Area Networks (WAN), and Metropolitan Area Networks (MAN). It also outlines different network topologies including bus, ring, star, mesh, tree, and hybrid topologies. Key details about each type of network and topology are provided.
Kno we scape2014-thess-bouchoumarkhoff
The document discusses semantic web mediation, which involves two main steps: 1) providing semantic access to data through the use of ontologies, and 2) the mediation process. It describes applying these concepts to the Personae project, which uses a mediator to provide unified access and querying of distributed semantic web data sources described by different local ontologies. The mediator aligns the local ontologies to a global reference ontology to facilitate query answering across sources.
TMRA2009 Key Note
This is the NetworkedPlanet keynote presentation from the TMRA 2009 conference. The focus of this presentation is on the challenges for the topic maps community
ENHANCING AVAILABILITY FOR DISTRIBUTED REPLICATED SERVICES CONSIDERING NETWOR...
Mechanism to improve data or service availability is critical for an enterprise to ensure the quality of service in terms of availability. Replication has been used to improve system availability. The number and location of the replicas are two impact factors on availability. In this paper, we will consider the impact of the node and network edge failures on the availability of replicated data or services. The Effective availability modeling approach is designed and efficient availability computing algorithms are developed to model and compute availability of replicated services for systems with the tree topology. The availability enhancement problem (maximizing the objective function) is transformed to a p-median problem
(minimizing the objective function) through re-define the availability enhancement problem. An efficient
replica allocation algorithm is developed to improve data availability in tree networks, with a runtime
complexity of O(K|V|2 ), where K is the number of replicas and |V| is the number of nodes in the tree network. Finally, experimental studies have been conducted to evaluate how efficient and effective the proposed availability computing algorithm and the availability enhancement algorithm on improving the availability of replicated data or services. The results show that the proposed solutions are efficient and
effective on availability computing and availability enhancement.
web 2.0
La Web 2.0 permite a los usuarios interactuar y colaborar como creadores de contenido en una comunidad virtual, facilitando el compartir información y la interoperabilidad. El docente Mauricio Castellano fue entrevistado sobre la Web 2.0 y respondió de manera correcta a cada pregunta, aunque la sociedad en general tiene un conocimiento superficial sobre la Web 2.0 o la desconoce, lo que afecta su uso.
virus
El documento habla sobre virus informáticos, definidos como programas maliciosos que alteran el funcionamiento de una computadora sin el permiso del usuario. Explica que un virus puede replicarse e introducirse en otros programas o áreas de almacenamiento para reproducirse, y que aunque a veces no son dañinos, en muchos casos causan daños significativos al borrar archivos o formatear discos. Finalmente, recomienda mantener software actualizado y original para prevenir infecciones virales.
Calgary Facts
This short document promotes the creation of presentations using Haiku Deck on SlideShare. It includes a stock photo and brief text suggesting the reader may be inspired to create their own Haiku Deck presentation. The document promotes getting started with Haiku Deck on SlideShare to develop a presentation.
Sonnet 31 Sydney
An analysis of each verse on Sonnet 31 by Sir Philip Sidney.
Done by the students of The Oxford School (Panama) Gabriel Samori, Guillaume Lalaurie, Marianne Perez, Oriana Gonzales, Octavio Torres and Eric Chacon.
Taller #3
El documento describe 5 dimensiones que configuran la competencia en lectura crítica: 1) Dimensión textual evidente, 2) Dimensión relación textual, 3) Dimensión enunciativa, 4) Dimensión valorativa y 5) Dimensión sociocultural. Cada dimensión se enfoca en un aspecto diferente de la comprensión y análisis crítico de un texto.
Plan clase
Este documento presenta un plan de clase para enseñar sobre las fábulas a estudiantes de segundo grado. La clase se centrará en identificar los elementos de una fábula como el inicio, nudo y desenlace. La maestra leerá la fábula "Doña Cebra y Doña Jirafa" y luego los estudiantes identificarán estas partes en la fábula "El León y el Ratón". Al final, los estudiantes expresarán si les gustó esta última fábula y por qué.
La educación prohibida
El documento critica el sistema educativo actual y propone alternativas. Argumenta que el fracaso de los estudiantes a menudo se debe a métodos de enseñanza defectuosos en lugar de la capacidad del estudiante. También sugiere que las calificaciones pueden ser discriminatorias y que la educación debería enfocarse más en la reflexión sobre el futuro y la felicidad del estudiante que en la competencia. Concluye que la educación debería facilitar que los estudiantes vivan vidas felices para crear una sociedad más armoniosa.
Escuela de frankfurt y teoría crítica
La Escuela de Frankfurt surge en Alemania después de la Primera Guerra Mundial debido a que el proletariado no produjo la revolución prevista por Marx. Los intelectuales de izquierda se cuestionaron el papel entre pensamiento autónomo y compromiso político. La Escuela de Frankfurt adoptó la teoría crítica de Marx como una teoría que trataba de la acción y la crítica, estableciendo la teoría crítica. A lo largo de los años, la Escuela cambió sus planteamientos teóricos en respuesta a cambios en el context
geolocation twitter network text geotagging
This document summarizes a research paper that presents a unified model for predicting the geographic location of Twitter users using both text-based and network-based approaches. The model uses text-based logistic regression on user tweets and mentions to generate initial predictions, which are then combined with a label propagation approach using the Twitter mention network to produce the final predictions, achieving state-of-the-art results on three Twitter geolocation datasets. The approach filters out highly mentioned "celebrity" users who connect locations globally in order to produce more accurate localized predictions.
ACL2015 Poster: Twitter User Geolocation Using a Unified Text and Network Pre...
This document summarizes a research paper on predicting the geographic location of Twitter users using a unified text and network prediction model. The model uses both text-based features from users' tweets as well as the network of mentions between users. It achieves state-of-the-art results on three Twitter geolocation datasets by combining text and network-based predictions through a modified label propagation technique. The unified model outperforms both individual text-based and network-based models for predicting locations.
Vitus Masters Defense
The document summarizes Vitus Lorenz-Meyer's thesis defense which presented a flexible toolkit called PWHN for scalable instrumentation and data collection in peer-to-peer networks. PWHN extends the MapReduce model to distributed systems by using techniques from peer-to-peer networks to construct an efficient aggregation tree based on key-based routing. This allows arbitrary monitoring programs to be run over large, dynamic networks with minimal overhead.
What Are Links in Linked Open Data? A Characterization and Evaluation of Link...
Linked Open Data promises to provide guiding principles to publish interlinked knowledge graphs on the Web in the form of findable, accessible, interoperable, and reusable datasets. In this talk I argue that while as such, Linked Data may be viewed as a basis for instantiating the FAIR principles, there are still a number of open issues that cause significant data quality issues even when knowledge graphs are published as Linked Data. In this talk I will first define the boundaries of what constitutes a single coherent knowledge graph within Linked Data, i.e., present a principled notion of what a dataset is and what links within and between datasets are. I will also define different link types for data in Linked datasets and present the results of our empirical analysis of linkage among the datasets of the Linked Open Data cloud. Recent results from our analysis of Wikidata, which has not been part of the Linked Open Data Cloud, will also be presented.
Data Science and Analytics Brown Bag
- What is Clustering, Honeypots and Density Based Clustering?
- What is Optics Clustering and how is it different than DB Clustering? …and how
can it be used for outlier detection.
- What is so-called soft clustering and how is it different than clustering? …and how
can it be used for outlier detection.
Data Tactics Data Science Brown Bag (April 2014)
This is a presentation we perform internally every quarter as part of our Data Science Brown Bag Series. This presentation was talking about different types of soft clustering techniques - all of which the team currently performs depending on the complexity of the data and the complexity of customer problems. If you are interested in learning more about working with L-3 Data Tactics or interested in working for the L-3 Data Tactics Data Science team please contact us soon! Thank you.
Resume6272016
Alberto Morales is seeking a challenging career opportunity utilizing his experience and skills. He has a high school diploma from Los Fresnos High School and a bachelor's degree in Electrical Engineering Physics from the University of Texas Rio Grande Valley. His relevant coursework includes circuits, electronics, electromagnetic theory, and communications. He has skills in technical programs, components, oscillator design, and power electronics. His capstone project involved improving wireless power transfer. Currently he works in customer service while also volunteering in his community.
Social Computing Research with Apache Spark
The document discusses social computing research conducted using Apache Spark. It summarizes a project that analyzed the diffusion of language innovations on social media by collecting data from Twitter and Reddit, identifying new terms and variations, and computing frequency and form values over time and across communities using Spark. It also summarizes another project that used Spark to analyze the accuracy of UK web filters by classifying blocked and unblocked URLs and calculating accuracy rates for different internet service providers.
SE-IT DSA THEORY SYLLABUS
The document outlines the program structure for the second year of engineering studies at the University of Mumbai for semesters 3 and 4. It includes the course codes, names, teaching schemes with credits, and examination schemes for the courses. The core courses cover topics like data structures, databases, algorithms, and computer programming. The document also provides course objectives and outcomes, as well as a detailed syllabus covering concepts like stacks, queues, linked lists, trees, graphs, searching, sorting, and applications of data structures. Assessment includes internal tests and an end semester exam.
Named Entity Recognition using Tweet Segmentation
This document summarizes three research papers on named entity recognition (NER) in tweets. The first paper describes a system called TwiNER that performs NER on targeted Twitter streams to understand user opinions expressed in tweets about organizations. The second paper studies the challenges of NER in tweets due to their terse nature and presents a distantly supervised approach using Labeled LDA that improves NER performance. The third paper proposes modeling user interests in Twitter by extracting named entities from tweets using an unsupervised segmentation approach to avoid large annotation overhead.
Contextual Ontology Alignment - ESWC 2011
This document describes a new approach called BLOOMS+ for performing contextual ontology alignment of Linked Open Data datasets with an upper ontology. BLOOMS+ leverages contextual information from Wikipedia category hierarchies to compute similarities between concepts in different ontologies. It computes class similarity, contextual similarity between super classes, and an overall similarity to determine equivalence or subsumption relationships between concepts during alignment. The approach is evaluated on aligning several LOD ontologies to the PROTON upper ontology, outperforming existing solutions. Future work involves extending this approach to utilize more contextual sources and enable seamless querying across aligned datasets.
Learning Resource Metadata Initiative: Vocabulary Development Best Practices
This document discusses best practices for developing learning resource metadata vocabularies based on guidelines from the Dublin Core Metadata Initiative. It recommends defining clear use cases, selecting an appropriate domain model, reviewing existing vocabularies to reuse terms, designing detailed metadata records, providing usage guidelines, and engaging relevant communities to ensure long-term stewardship of the vocabulary. The Learning Resource Metadata Initiative (LRMI) could benefit from following these best practices in its development.
1808.10245v1 (1).pdf
The document describes a comparative study of various machine learning and neural network models for detecting abusive language on Twitter. It finds that a bidirectional GRU network trained on word-level features, with a Latent Topic Clustering module, achieves the most accurate results with an F1 score of 0.805 for detecting abusive tweets. Additionally, it explores using context tweets as additional features and finds this improves some models' performance.
How Graph Databases used in Police Department?
This presentation delivers basics of graph concept and graph databases to audience. It clearly explains how graph databases are used with sample use cases from industry and how it can be used for police departments. Questions like "When to use a graph DB?" and "Should I solve a problem with Graph DB?" are answered.
More Related Content
Viewers also liked
virus
El documento habla sobre virus informáticos, definidos como programas maliciosos que alteran el funcionamiento de una computadora sin el permiso del usuario. Explica que un virus puede replicarse e introducirse en otros programas o áreas de almacenamiento para reproducirse, y que aunque a veces no son dañinos, en muchos casos causan daños significativos al borrar archivos o formatear discos. Finalmente, recomienda mantener software actualizado y original para prevenir infecciones virales.
Calgary Facts
This short document promotes the creation of presentations using Haiku Deck on SlideShare. It includes a stock photo and brief text suggesting the reader may be inspired to create their own Haiku Deck presentation. The document promotes getting started with Haiku Deck on SlideShare to develop a presentation.
Sonnet 31 Sydney
An analysis of each verse on Sonnet 31 by Sir Philip Sidney.
Done by the students of The Oxford School (Panama) Gabriel Samori, Guillaume Lalaurie, Marianne Perez, Oriana Gonzales, Octavio Torres and Eric Chacon.
Taller #3
El documento describe 5 dimensiones que configuran la competencia en lectura crítica: 1) Dimensión textual evidente, 2) Dimensión relación textual, 3) Dimensión enunciativa, 4) Dimensión valorativa y 5) Dimensión sociocultural. Cada dimensión se enfoca en un aspecto diferente de la comprensión y análisis crítico de un texto.
Plan clase
Este documento presenta un plan de clase para enseñar sobre las fábulas a estudiantes de segundo grado. La clase se centrará en identificar los elementos de una fábula como el inicio, nudo y desenlace. La maestra leerá la fábula "Doña Cebra y Doña Jirafa" y luego los estudiantes identificarán estas partes en la fábula "El León y el Ratón". Al final, los estudiantes expresarán si les gustó esta última fábula y por qué.
La educación prohibida
El documento critica el sistema educativo actual y propone alternativas. Argumenta que el fracaso de los estudiantes a menudo se debe a métodos de enseñanza defectuosos en lugar de la capacidad del estudiante. También sugiere que las calificaciones pueden ser discriminatorias y que la educación debería enfocarse más en la reflexión sobre el futuro y la felicidad del estudiante que en la competencia. Concluye que la educación debería facilitar que los estudiantes vivan vidas felices para crear una sociedad más armoniosa.
Escuela de frankfurt y teoría crítica
La Escuela de Frankfurt surge en Alemania después de la Primera Guerra Mundial debido a que el proletariado no produjo la revolución prevista por Marx. Los intelectuales de izquierda se cuestionaron el papel entre pensamiento autónomo y compromiso político. La Escuela de Frankfurt adoptó la teoría crítica de Marx como una teoría que trataba de la acción y la crítica, estableciendo la teoría crítica. A lo largo de los años, la Escuela cambió sus planteamientos teóricos en respuesta a cambios en el context
Viewers also liked (8)
Similar to Geolocation twitter-text-network
geolocation twitter network text geotagging
This document summarizes a research paper that presents a unified model for predicting the geographic location of Twitter users using both text-based and network-based approaches. The model uses text-based logistic regression on user tweets and mentions to generate initial predictions, which are then combined with a label propagation approach using the Twitter mention network to produce the final predictions, achieving state-of-the-art results on three Twitter geolocation datasets. The approach filters out highly mentioned "celebrity" users who connect locations globally in order to produce more accurate localized predictions.
ACL2015 Poster: Twitter User Geolocation Using a Unified Text and Network Pre...
This document summarizes a research paper on predicting the geographic location of Twitter users using a unified text and network prediction model. The model uses both text-based features from users' tweets as well as the network of mentions between users. It achieves state-of-the-art results on three Twitter geolocation datasets by combining text and network-based predictions through a modified label propagation technique. The unified model outperforms both individual text-based and network-based models for predicting locations.
Vitus Masters Defense
The document summarizes Vitus Lorenz-Meyer's thesis defense which presented a flexible toolkit called PWHN for scalable instrumentation and data collection in peer-to-peer networks. PWHN extends the MapReduce model to distributed systems by using techniques from peer-to-peer networks to construct an efficient aggregation tree based on key-based routing. This allows arbitrary monitoring programs to be run over large, dynamic networks with minimal overhead.
What Are Links in Linked Open Data? A Characterization and Evaluation of Link...
Linked Open Data promises to provide guiding principles to publish interlinked knowledge graphs on the Web in the form of findable, accessible, interoperable, and reusable datasets. In this talk I argue that while as such, Linked Data may be viewed as a basis for instantiating the FAIR principles, there are still a number of open issues that cause significant data quality issues even when knowledge graphs are published as Linked Data. In this talk I will first define the boundaries of what constitutes a single coherent knowledge graph within Linked Data, i.e., present a principled notion of what a dataset is and what links within and between datasets are. I will also define different link types for data in Linked datasets and present the results of our empirical analysis of linkage among the datasets of the Linked Open Data cloud. Recent results from our analysis of Wikidata, which has not been part of the Linked Open Data Cloud, will also be presented.
Data Science and Analytics Brown Bag
- What is Clustering, Honeypots and Density Based Clustering?
- What is Optics Clustering and how is it different than DB Clustering? …and how
can it be used for outlier detection.
- What is so-called soft clustering and how is it different than clustering? …and how
can it be used for outlier detection.
Data Tactics Data Science Brown Bag (April 2014)
This is a presentation we perform internally every quarter as part of our Data Science Brown Bag Series. This presentation was talking about different types of soft clustering techniques - all of which the team currently performs depending on the complexity of the data and the complexity of customer problems. If you are interested in learning more about working with L-3 Data Tactics or interested in working for the L-3 Data Tactics Data Science team please contact us soon! Thank you.
Resume6272016
Alberto Morales is seeking a challenging career opportunity utilizing his experience and skills. He has a high school diploma from Los Fresnos High School and a bachelor's degree in Electrical Engineering Physics from the University of Texas Rio Grande Valley. His relevant coursework includes circuits, electronics, electromagnetic theory, and communications. He has skills in technical programs, components, oscillator design, and power electronics. His capstone project involved improving wireless power transfer. Currently he works in customer service while also volunteering in his community.
Social Computing Research with Apache Spark
The document discusses social computing research conducted using Apache Spark. It summarizes a project that analyzed the diffusion of language innovations on social media by collecting data from Twitter and Reddit, identifying new terms and variations, and computing frequency and form values over time and across communities using Spark. It also summarizes another project that used Spark to analyze the accuracy of UK web filters by classifying blocked and unblocked URLs and calculating accuracy rates for different internet service providers.
SE-IT DSA THEORY SYLLABUS
The document outlines the program structure for the second year of engineering studies at the University of Mumbai for semesters 3 and 4. It includes the course codes, names, teaching schemes with credits, and examination schemes for the courses. The core courses cover topics like data structures, databases, algorithms, and computer programming. The document also provides course objectives and outcomes, as well as a detailed syllabus covering concepts like stacks, queues, linked lists, trees, graphs, searching, sorting, and applications of data structures. Assessment includes internal tests and an end semester exam.
Named Entity Recognition using Tweet Segmentation
This document summarizes three research papers on named entity recognition (NER) in tweets. The first paper describes a system called TwiNER that performs NER on targeted Twitter streams to understand user opinions expressed in tweets about organizations. The second paper studies the challenges of NER in tweets due to their terse nature and presents a distantly supervised approach using Labeled LDA that improves NER performance. The third paper proposes modeling user interests in Twitter by extracting named entities from tweets using an unsupervised segmentation approach to avoid large annotation overhead.
Contextual Ontology Alignment - ESWC 2011
This document describes a new approach called BLOOMS+ for performing contextual ontology alignment of Linked Open Data datasets with an upper ontology. BLOOMS+ leverages contextual information from Wikipedia category hierarchies to compute similarities between concepts in different ontologies. It computes class similarity, contextual similarity between super classes, and an overall similarity to determine equivalence or subsumption relationships between concepts during alignment. The approach is evaluated on aligning several LOD ontologies to the PROTON upper ontology, outperforming existing solutions. Future work involves extending this approach to utilize more contextual sources and enable seamless querying across aligned datasets.
Learning Resource Metadata Initiative: Vocabulary Development Best Practices
This document discusses best practices for developing learning resource metadata vocabularies based on guidelines from the Dublin Core Metadata Initiative. It recommends defining clear use cases, selecting an appropriate domain model, reviewing existing vocabularies to reuse terms, designing detailed metadata records, providing usage guidelines, and engaging relevant communities to ensure long-term stewardship of the vocabulary. The Learning Resource Metadata Initiative (LRMI) could benefit from following these best practices in its development.
1808.10245v1 (1).pdf
The document describes a comparative study of various machine learning and neural network models for detecting abusive language on Twitter. It finds that a bidirectional GRU network trained on word-level features, with a Latent Topic Clustering module, achieves the most accurate results with an F1 score of 0.805 for detecting abusive tweets. Additionally, it explores using context tweets as additional features and finds this improves some models' performance.
How Graph Databases used in Police Department?
This presentation delivers basics of graph concept and graph databases to audience. It clearly explains how graph databases are used with sample use cases from industry and how it can be used for police departments. Questions like "When to use a graph DB?" and "Should I solve a problem with Graph DB?" are answered.
090626cc tech-summit
1) The document discusses the problem of broken links in the Web of Data (also known as the Linked Data cloud). As resources on the web change over time, links between them can become broken when the target resource is removed, moved, or changed.
2) It defines two types of broken links: structurally and semantically broken. A structurally broken link occurs when the representations of the target resource can no longer be retrieved. A semantically broken link occurs when the target resource has changed meaning.
3) The analysis of changes between two versions of DBpedia data showed many resources were moved, removed, or created, demonstrating the broken links problem. Redirect links in DBpedia help trace moved resources.
A technical paper presentation on Evaluation of Deep Learning techniques in S...
"Evaluation of Deep Learning techniques in Sentiment Analysis from Twitter Data" is an IEEE paper that was presented at 2019 International conference on Deep Learning & Machine Learning in Emerging Application. Here is a presentation on that paper which was a part of my college seminar.
03 interlinking-dass
This document discusses interlinking in linked data and the challenges of link discovery. It defines interlinking as the degree to which entities representing the same concept are linked to each other. It describes two categories of link discovery frameworks: ontology matching and instance matching. The key challenges of link discovery are computational complexity and selecting an appropriate link specification. Current approaches include domain-specific and universal frameworks, and active learning techniques can help guide selection of optimal link specifications.
MiningEmailSocialNetworks
This document discusses analyzing email communication networks in open source software projects to study their social structure. The authors extracted email aliases from the Apache mailing lists and built a social network graph of participants based on reply relationships between emails. They analyzed metrics like in-degree, out-degree, and betweenness centrality, finding that core developers tend to have higher values. Communication activity, like betweenness, correlated with development contributions to source code files.
Information Management Trends 2009
Future trends in information management in 2015 will focus on providing access to all information from all people at all times. This will be achieved through advances in semantic computing that leverage large data sources to find meaning and relationships. Social media will continue to be an important data source, and real-time mining of services like Twitter will provide insights. Translation research will also help overcome language barriers by developing hybrid human-machine systems. Cloud services like Windows Azure will allow ubiquitous access to computing resources and data. Immersive experiences enabled by technologies like Photosynth will begin to merge the digital and physical world.
Computer Networks Foundation
Describing basic networking concepts, topologies, the OSI model, and the media used to physically connect a network.
Similar to Geolocation twitter-text-network (20)
ACL2015 Poster: Twitter User Geolocation Using a Unified Text and Network Pre...
ACL2015 Poster: Twitter User Geolocation Using a Unified Text and Network Pre...
What Are Links in Linked Open Data? A Characterization and Evaluation of Link...
What Are Links in Linked Open Data? A Characterization and Evaluation of Link...
Learning Resource Metadata Initiative: Vocabulary Development Best Practices
Learning Resource Metadata Initiative: Vocabulary Development Best Practices
A technical paper presentation on Evaluation of Deep Learning techniques in S...
A technical paper presentation on Evaluation of Deep Learning techniques in S...
Recently uploaded
办(uts毕业证书)悉尼科技大学毕业证学历证书原版一模一样
原版一模一样【微信：741003700 】【(uts毕业证书)悉尼科技大学毕业证学历证书】【微信：741003700 】学位证，留信认证（真实可查，永久存档）offer、雅思、外壳等材料/诚信可靠,可直接看成品样本，帮您解决无法毕业带来的各种难题！外壳，原版制作，诚信可靠，可直接看成品样本。行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备。十五年致力于帮助留学生解决难题，包您满意。
本公司拥有海外各大学样板无数，能完美还原海外各大学 Bachelor Diploma degree, Master Degree Diploma
1:1完美还原海外各大学毕业材料上的工艺：水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠。文字图案浮雕、激光镭射、紫外荧光、温感、复印防伪等防伪工艺。材料咨询办理、认证咨询办理请加学历顾问Q/微741003700
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
DSSML24_tspann_CodelessGenerativeAIPipelines
Codeless Generative AI Pipelines
(GenAI with Milvus)
https://ml.dssconf.pl/user.html#!/lecture/DSSML24-041a/rate
Discover the potential of real-time streaming in the context of GenAI as we delve into the intricacies of Apache NiFi and its capabilities. Learn how this tool can significantly simplify the data engineering workflow for GenAI applications, allowing you to focus on the creative aspects rather than the technical complexities. I will guide you through practical examples and use cases, showing the impact of automation on prompt building. From data ingestion to transformation and delivery, witness how Apache NiFi streamlines the entire pipeline, ensuring a smooth and hassle-free experience.
Timothy Spann
https://www.youtube.com/@FLaNK-Stack
https://medium.com/@tspann
https://www.datainmotion.dev/
milvus, unstructured data, vector database, zilliz, cloud, vectors, python, deep learning, generative ai, genai, nifi, kafka, flink, streaming, iot, edge
University of New South Wales degree offer diploma Transcript
澳洲UNSW毕业证书制作新南威尔士大学假文凭定制Q微168899991做UNSW留信网教留服认证海牙认证改UNSW成绩单GPA做UNSW假学位证假文凭高仿毕业证申请新南威尔士大学University of New South Wales degree offer diploma Transcript
一比一原版兰加拉学院毕业证(Langara毕业证书)学历如何办理
原版办【微信号:BYZS866】【兰加拉学院毕业证(Langara毕业证书)】【微信号:BYZS866】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信号BYZS866】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信号BYZS866】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Global Situational Awareness of A.I. and where its headed
You can see the future first in San Francisco.
Over the past year, the talk of the town has shifted from $10 billion compute clusters to $100 billion clusters to trillion-dollar clusters. Every six months another zero is added to the boardroom plans. Behind the scenes, there’s a fierce scramble to secure every power contract still available for the rest of the decade, every voltage transformer that can possibly be procured. American big business is gearing up to pour trillions of dollars into a long-unseen mobilization of American industrial might. By the end of the decade, American electricity production will have grown tens of percent; from the shale fields of Pennsylvania to the solar farms of Nevada, hundreds of millions of GPUs will hum.
The AGI race has begun. We are building machines that can think and reason. By 2025/26, these machines will outpace college graduates. By the end of the decade, they will be smarter than you or I; we will have superintelligence, in the true sense of the word. Along the way, national security forces not seen in half a century will be un-leashed, and before long, The Project will be on. If we’re lucky, we’ll be in an all-out race with the CCP; if we’re unlucky, an all-out war.
Everyone is now talking about AI, but few have the faintest glimmer of what is about to hit them. Nvidia analysts still think 2024 might be close to the peak. Mainstream pundits are stuck on the wilful blindness of “it’s just predicting the next word”. They see only hype and business-as-usual; at most they entertain another internet-scale technological change.
Before long, the world will wake up. But right now, there are perhaps a few hundred people, most of them in San Francisco and the AI labs, that have situational awareness. Through whatever peculiar forces of fate, I have found myself amongst them. A few years ago, these people were derided as crazy—but they trusted the trendlines, which allowed them to correctly predict the AI advances of the past few years. Whether these people are also right about the next few years remains to be seen. But these are very smart people—the smartest people I have ever met—and they are the ones building this technology. Perhaps they will be an odd footnote in history, or perhaps they will go down in history like Szilard and Oppenheimer and Teller. If they are seeing the future even close to correctly, we are in for a wild ride.
Let me tell you what we see.
一比一原版(UO毕业证)渥太华大学毕业证如何办理
UO毕业证录取书【微信95270640】购买（渥太华大学毕业证成绩单硕士学历）Q微信95270640代办UO学历认证留信网伪造渥太华大学学位证书精仿渥太华大学本科/硕士文凭证书补办渥太华大学 diplomaoffer,Transcript购买渥太华大学毕业证成绩单购买UO假毕业证学位证书购买伪造渥太华大学文凭证书学位证书,专业办理雅思、托福成绩单，学生ID卡，在读证明，海外各大学offer录取通知书，毕业证书，成绩单，文凭等材料:1:1完美还原毕业证、offer录取通知书、学生卡等各种在读或毕业材料的防伪工艺（包括 烫金、烫银、钢印、底纹、凹凸版、水印、防伪光标、热敏防伪、文字图案浮雕，激光镭射，紫外荧光，温感光标）学校原版上有的工艺我们一样不会少，不论是老版本还是最新版本，都能保证最高程度还原，力争完美以求让所有同学都能享受到完美的品质服务。
文凭办理流程：
1客户提供办理信息：姓名生日专业学位毕业时间等（如信息不确定可以咨询顾问：微信95270640我们有专业老师帮你查询）；
2开始安排制作毕业证成绩单电子图；
3毕业证成绩单电子版做好以后发送给您确认；
4毕业证成绩单电子版您确认信息无误之后安排制作成品；
5成品做好拍照或者视频给您确认；
6快递给客户（国内顺丰国外DHLUPS等快读邮寄）。
7完成交易删除客户资料
高精端提供以下服务：
一：渥太华大学渥太华大学毕业证文凭证书全套材料从防伪到印刷水印底纹到钢印烫金
二：真实使馆认证（留学人员回国证明）使馆存档
三：真实教育部认证教育部存档教育部留服网站可查
四：留信认证留学生信息网站可查
五：与学校颁发的相关证件1:1纸质尺寸制定（定期向各大院校毕业生购买最新版本毕,业证成绩单保证您拿到的是鲁昂大学内部最新版本毕业证成绩单微信95270640）
A.为什么留学生需要操作留信认证?
留信认证全称全国留学生信息服务网认证,隶属于北京中科院。①留信认证门槛条件更低,费用更美丽,并且包过,完单周期短,效率高②留信认证虽然不能去国企,但是一般的公司都没有问题,因为国内很多公司连基本的留学生学历认证都不了解。这对于留学生来说,这就比自己光拿一个证书更有说服力,因为留学学历可以在留信网站上进行查询!
B.为什么我们提供的毕业证成绩单具有使用价值？
查询留服认证是国内鉴别留学生海外学历的唯一途径但认证只是个体行为不是所有留学生都操作所以没有办理认证的留学生的学历在国内也是查询不到的他们也仅仅只有一张文凭。所以这时候我们提供的和学校颁发的一模一样的毕业证成绩单就有了使用价值。只硕大的蛇皮袋手里拎着长铁钩正站在门口朝黑色的屋内张望不好坏人小偷山娃一怔却也灵机一动立马仰起头双手拢在嘴边朝楼上大喊：“爸爸爸——有人找——那人一听朝山娃尴尬地笑笑悻悻地走了山娃立马“嘭的一声将铁门锁死心却咚咚地乱跳当山娃跟父亲说起这事时父亲很吃惊抚摸着山娃的头说还好醒得及时要不家早被人掏空了到时连电视也没得看啰不过父亲还是夸山娃能临危不乱随机应变有胆有谋山娃笑笑说那都是书上学的看童话和小说时多
The Ipsos - AI - Monitor 2024 Report.pdf
According to Ipsos AI Monitor's 2024 report, 65% Indians said that products and services using AI have profoundly changed their daily life in the past 3-5 years.
一比一原版(UMN文凭证书)明尼苏达大学毕业证如何办理
毕业原版【微信:176555708】【(UMN毕业证书)明尼苏达大学毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Experts live - Improving user adoption with AI
Bekijk de slides van onze sessie Enhancing Modern Workplace Efficiency op Experts Live 2024.
Intelligence supported media monitoring in veterinary medicine
Media monitoring in veterinary medicien
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
by
Timothy Spann
Principal Developer Advocate
https://budapestdata.hu/2024/en/
https://budapestml.hu/2024/en/
tim.spann@zilliz.com
https://www.linkedin.com/in/timothyspann/
https://x.com/paasdev
https://github.com/tspannhw
https://www.youtube.com/@flank-stack
milvus
vector database
gen ai
generative ai
deep learning
machine learning
apache nifi
apache pulsar
apache kafka
apache flink
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
Dynamic policy enforcement is becoming an increasingly important topic in today’s world where data privacy and compliance is a top priority for companies, individuals, and regulators alike. In these slides, we discuss how LinkedIn implements a powerful dynamic policy enforcement engine, called ViewShift, and integrates it within its data lake. We show the query engine architecture and how catalog implementations can automatically route table resolutions to compliance-enforcing SQL views. Such views have a set of very interesting properties: (1) They are auto-generated from declarative data annotations. (2) They respect user-level consent and preferences (3) They are context-aware, encoding a different set of transformations for different use cases (4) They are portable; while the SQL logic is only implemented in one SQL dialect, it is accessible in all engines.
#SQL #Views #Privacy #Compliance #DataLake
一比一原版(UCSF文凭证书)旧金山分校毕业证如何办理
毕业原版【微信:176555708】【(UCSF毕业证书)旧金山分校毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Population Growth in Bataan: The effects of population growth around rural pl...
A population analysis specific to Bataan.
一比一原版(GWU,GW文凭证书)乔治·华盛顿大学毕业证如何办理
毕业原版【微信:176555708】【(GWU,GW毕业证书)乔治·华盛顿大学毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Open Source Contributions to Postgres: The Basics POSETTE 2024
Postgres is the most advanced open-source database in the world and it's supported by a community, not a single company. So how does this work? How does code actually get into Postgres? I recently had a patch submitted and committed and I want to share what I learned in that process. I’ll give you an overview of Postgres versions and how the underlying project codebase functions. I’ll also show you the process for submitting a patch and getting that tested and committed.
原版一比一利兹贝克特大学毕业证(LeedsBeckett毕业证书)如何办理
原版制作【微信:41543339】【利兹贝克特大学毕业证(LeedsBeckett毕业证书)】【微信:41543339】《成绩单、外壳、雅思、offer、真实留信官方学历认证（永久存档/真实可查）》采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路）我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信41543339】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信41543339】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
一比一原版(UCSB文凭证书)圣芭芭拉分校毕业证如何办理
毕业原版【微信:176555708】【(UCSB毕业证书)圣芭芭拉分校毕业证】【微信:176555708】成绩单、外壳、offer、留信学历认证（永久存档真实可查）采用学校原版纸张、特殊工艺完全按照原版一比一制作（包括：隐形水印，阴影底纹，钢印LOGO烫金烫银，LOGO烫金烫银复合重叠，文字图案浮雕，激光镭射，紫外荧光，温感，复印防伪）行业标杆！精益求精，诚心合作，真诚制作！多年品质 ,按需精细制作，24小时接单,全套进口原装设备，十五年致力于帮助留学生解决难题，业务范围有加拿大、英国、澳洲、韩国、美国、新加坡，新西兰等学历材料，包您满意。
【我们承诺采用的是学校原版纸张（纸质、底色、纹路），我们拥有全套进口原装设备，特殊工艺都是采用不同机器制作，仿真度基本可以达到100%，所有工艺效果都可提前给客户展示，不满意可以根据客户要求进行调整，直到满意为止！】
【业务选择办理准则】
一、工作未确定，回国需先给父母、亲戚朋友看下文凭的情况，办理一份就读学校的毕业证【微信176555708】文凭即可
二、回国进私企、外企、自己做生意的情况，这些单位是不查询毕业证真伪的，而且国内没有渠道去查询国外文凭的真假，也不需要提供真实教育部认证。鉴于此，办理一份毕业证【微信176555708】即可
三、进国企，银行，事业单位，考公务员等等，这些单位是必需要提供真实教育部认证的，办理教育部认证所需资料众多且烦琐，所有材料您都必须提供原件，我们凭借丰富的经验，快捷的绿色通道帮您快速整合材料，让您少走弯路。
留信网认证的作用:
1:该专业认证可证明留学生真实身份
2:同时对留学生所学专业登记给予评定
3:国家专业人才认证中心颁发入库证书
4:这个认证书并且可以归档倒地方
5:凡事获得留信网入网的信息将会逐步更新到个人身份内，将在公安局网内查询个人身份证信息后，同步读取人才网入库信息
6:个人职称评审加20分
7:个人信誉贷款加10分
8:在国家人才网主办的国家网络招聘大会中纳入资料，供国家高端企业选择人才
留信网服务项目：
1、留学生专业人才库服务（留信分析）
2、国（境）学习人员提供就业推荐信服务
3、留学人员区块链存储服务
→ 【关于价格问题（保证一手价格）】
我们所定的价格是非常合理的，而且我们现在做得单子大多数都是代理和回头客户介绍的所以一般现在有新的单子 我给客户的都是第一手的代理价格，因为我想坦诚对待大家 不想跟大家在价格方面浪费时间
对于老客户或者被老客户介绍过来的朋友，我们都会适当给一些优惠。
选择实体注册公司办理，更放心，更安全！我们的承诺：客户在留信官方认证查询网站查询到认证通过结果后付款，不成功不收费！
Recently uploaded (20)
University of New South Wales degree offer diploma Transcript
University of New South Wales degree offer diploma Transcript
Global Situational Awareness of A.I. and where its headed
Global Situational Awareness of A.I. and where its headed
A presentation that explain the Power BI Licensing
A presentation that explain the Power BI Licensing
DATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docx
DATA COMMS-NETWORKS YR2 lecture 08 NAT & CLOUD.docx
Intelligence supported media monitoring in veterinary medicine
Intelligence supported media monitoring in veterinary medicine
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
06-12-2024-BudapestDataForum-BuildingReal-timePipelineswithFLaNK AIM
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
ViewShift: Hassle-free Dynamic Policy Enforcement for Every Data Lake
Population Growth in Bataan: The effects of population growth around rural pl...
Population Growth in Bataan: The effects of population growth around rural pl...
Open Source Contributions to Postgres: The Basics POSETTE 2024
Open Source Contributions to Postgres: The Basics POSETTE 2024
Geolocation twitter-text-network
- 1. Exploiting Text and Network Context for Geolocation of Social Media Users Afshin Rahimi,♥ Duy Vu,♠ Trevor Cohn,♥ and Timothy Baldwin♥ ♥ Department of Computing and Information Systems, ♠ Department of Mathematics and Statistics, The University of Melbourne OVERVIEW Task: Find the location of Twitter users based on text and net- work information Previous Shortcoming: No comparison of text-based and network-based models, no use of both. Datasets: 3 Twitter geolocation datasets: GeoText, Twitter-US, Twitter-World. Sample Format: userid, text, mention-list, latitude/longitude YOU ARE WHERE YOUR WORDS SAY YOU ARE Usage of mountain in U.S. TEXT-BASED MODEL (LR) Logistic regression with l1 regularisation over k-d tree discretisation of latitude/longitude. 130 120 110 100 90 80 70 60 Longitude 25 30 35 40 45 50 Latitude YOU ARE WHERE YOUR FRIENDS ARE Most of our online interactions are local. Twitter mention NETWORK-BASED MODEL (LP) Label Propagation in @-mention Network: • Build an @-mention network. • Initialise the location of training nodes with their known location. • Iteratively update non-training nodes’ location to the median of their neighbours. • Converges after 10 iterations. NETWORK VERSUS TEXT • For connected users, Network-based models are more accurate. • For disconnected users (about 20% of the nodes), Text-based models are more accurate. • Solution: Utilise both text and network informa- tion together! LABEL PROPAGATION OVER TEXT PREDICTIONS • Initialise training nodes with their known location and test nodes with their text-based prediction. • Iteratively update the location of non-training nodes to the median of their neighbours. • Converges after 10 iterations. • Isolated test nodes will keep their text-based prediction. DENVER’S TOP FEATURES RESULTS State of the art results over all three datasets! GEOTEXT TwitterUS TwitterWorld0 100 200 300 400 500 600 MedianErrorinkm Text-based Method (LR) Network-based Method (LP) Hybrid Method (LP-LR) Wing and Baldrige (2014) Ahmed et al. (2013)