Андрей Кутузов, Mail.Ru Group. Нейронные языковые модели и задача определения...Mail.ru Group
Доклад касается нейронных моделей семантического анализа. Эти модели позволяют быстро получать векторы во много тысяч раз компактнее, чем при традиционном подходе, и качество при этом только повышается.
Андрей Кутузов, Mail.Ru Group. Нейронные языковые модели и задача определения...Mail.ru Group
Доклад касается нейронных моделей семантического анализа. Эти модели позволяют быстро получать векторы во много тысяч раз компактнее, чем при традиционном подходе, и качество при этом только повышается.
The document describes where someone was born and currently lives, names their school, and lists some of their favorite musical artists and bands which include Simple Plan, Blink 182, Alex NIK&JAY, Bryan Adams, Green Day, Avril Lavigne, Celine Dion, Shakira, Mcfly, and Rihanna.
The document presents slides on managing individual stress in organizations. It discusses the concept of stress and stressors, and how an individual's personality, perceptions, and experiences can influence their stress levels. Sources of work stressors are identified as workload, job conditions, role conflicts, career development, and interpersonal relations. The slides describe the physiological, emotional, and behavioral effects of stress, as well as its impacts on health and job performance. Both individual initiatives like time management and relaxation techniques, as well as organizational initiatives like modifying work stressors and employee assistance programs are presented as ways to manage stress.
Leichtgewichtige Architekturen mit Spring, JPA, Maven und GroovyThorsten Kamann
Gute Software sollte sich an der entsprechenden Fachdomäne orientieren und nicht an der zugrundeliegenden Technologie. Um dies zu erreichen, wird allerdings eine Basis benötigt, die technisch ausgereift ist ohne Einschränkungen für die Entwicklung. Eine solche Basis kann mit dem Springframework geschaffen werden. Die Kombination von Spring, Annotations, Java Persistence (JPA) und Unit-Testing erlaubt eine flexible und modulare Architektur und könnte eine mögliche technische Basis für ein solches Softwaresystem sein.
Dieser Vortrag stellt einen Lösungsansatz anhand eines einfachen Beispiels vor. Die Aufbereitung der Inhalte orientiert sich dabei an einem typischen test-zentrierten Entwicklungsprozess. Folgende Themen werden angesprochen:
* Einleitung Spring und JPA, Maven, Groovy
* Projektstruktur
* Entwicklung der API (der Schnittstellen)
* Test-getriebene Entwicklung der Implementierung
* Spring-unterstützte Integrationstests
Ausblick:
* Spring 2.5 - mehr Annotations; Verwaltung von Entities mit Spring
* Webschicht - Anbindung einer Webanwendung mit Java Server Faces (JSF)
* Spring-Webservices - Contract-First Webservices mit Spring-WS 1.0
The St. Mary's Picnic 2009 included meet and greet with the principal, a 50/50 raffle won by Dave Gerold, three-legged and water balloon races, bingo, wheelbarrow and clothes changing races, fellowship, and a water balloon fight. The picnic was a success thanks to donations of time, money, food, ideas, help, and games that created lasting memories for which God's blessing was sought.
This document summarizes the challenges and solutions for maintaining large PostgreSQL databases at Emma, including:
- Maintaining terabytes of data across multiple clusters up to version 9.0
- Facing performance issues when the hardware load was pushed to its limits
- Dealing with huge catalogs containing millions of data points that caused slow performance
- Addressing problems like bloat, backups that took hours, system resource exhaustion, and transaction wraparound issues
- Implementing solutions such as scripts to clean up bloat, sharding to a Linux filesystem, and increasing autovacuum thresholds
Social Products Require Social Marketers.Jon Gatrell
Social Media isn't about just adding another task to the list. To be effective a strategic approach is needed which integrates all of the processes - buying, service and innovation.
This document discusses Adobe's focus on gaming and provides an overview of their gaming tools and initiatives. It highlights that gaming is a huge industry, with the biggest platforms being browser and mobile. It promotes Adobe's gaming SDK, frameworks like Starling and Away3D, and tools like Adobe Scout and FlasCC for bringing C/C++ games to the browser. It also mentions standards-based tools like CreateJS. The document encourages developers to use Adobe's free and open-source tools to build high-performance games across platforms.
The document summarizes life in the American colonies, including differences between the New England, Middle, and Southern colonies. In the New England colonies, nearly all residents were Puritans who believed in strict religious rules. The Middle colonies attracted a variety of religious groups, including Quakers and Dutch traders. The Southern colonies' economies centered around cash crops like tobacco and indigo grown with help from indentured servants and slaves. The document also contrasts colonial times with modern times in terms of clothing, food, jobs, housing, and more.
FITC 2014 Amsterdam - Adobe Apps for Web Designers in 2014Michael Chaize
This document discusses Adobe apps that are useful for web designers in 2014, including a history of Adobe ImageReady and Fireworks from 1998. It covers topics like flat design, responsive web design, using Illustrator for vectors and SVG, extracting CSS, and Adobe add-ons. The document provides an overview of design trends and techniques as well as features of Adobe products that help with web design.
The document describes where someone was born and currently lives, names their school, and lists some of their favorite musical artists and bands which include Simple Plan, Blink 182, Alex NIK&JAY, Bryan Adams, Green Day, Avril Lavigne, Celine Dion, Shakira, Mcfly, and Rihanna.
The document presents slides on managing individual stress in organizations. It discusses the concept of stress and stressors, and how an individual's personality, perceptions, and experiences can influence their stress levels. Sources of work stressors are identified as workload, job conditions, role conflicts, career development, and interpersonal relations. The slides describe the physiological, emotional, and behavioral effects of stress, as well as its impacts on health and job performance. Both individual initiatives like time management and relaxation techniques, as well as organizational initiatives like modifying work stressors and employee assistance programs are presented as ways to manage stress.
Leichtgewichtige Architekturen mit Spring, JPA, Maven und GroovyThorsten Kamann
Gute Software sollte sich an der entsprechenden Fachdomäne orientieren und nicht an der zugrundeliegenden Technologie. Um dies zu erreichen, wird allerdings eine Basis benötigt, die technisch ausgereift ist ohne Einschränkungen für die Entwicklung. Eine solche Basis kann mit dem Springframework geschaffen werden. Die Kombination von Spring, Annotations, Java Persistence (JPA) und Unit-Testing erlaubt eine flexible und modulare Architektur und könnte eine mögliche technische Basis für ein solches Softwaresystem sein.
Dieser Vortrag stellt einen Lösungsansatz anhand eines einfachen Beispiels vor. Die Aufbereitung der Inhalte orientiert sich dabei an einem typischen test-zentrierten Entwicklungsprozess. Folgende Themen werden angesprochen:
* Einleitung Spring und JPA, Maven, Groovy
* Projektstruktur
* Entwicklung der API (der Schnittstellen)
* Test-getriebene Entwicklung der Implementierung
* Spring-unterstützte Integrationstests
Ausblick:
* Spring 2.5 - mehr Annotations; Verwaltung von Entities mit Spring
* Webschicht - Anbindung einer Webanwendung mit Java Server Faces (JSF)
* Spring-Webservices - Contract-First Webservices mit Spring-WS 1.0
The St. Mary's Picnic 2009 included meet and greet with the principal, a 50/50 raffle won by Dave Gerold, three-legged and water balloon races, bingo, wheelbarrow and clothes changing races, fellowship, and a water balloon fight. The picnic was a success thanks to donations of time, money, food, ideas, help, and games that created lasting memories for which God's blessing was sought.
This document summarizes the challenges and solutions for maintaining large PostgreSQL databases at Emma, including:
- Maintaining terabytes of data across multiple clusters up to version 9.0
- Facing performance issues when the hardware load was pushed to its limits
- Dealing with huge catalogs containing millions of data points that caused slow performance
- Addressing problems like bloat, backups that took hours, system resource exhaustion, and transaction wraparound issues
- Implementing solutions such as scripts to clean up bloat, sharding to a Linux filesystem, and increasing autovacuum thresholds
Social Products Require Social Marketers.Jon Gatrell
Social Media isn't about just adding another task to the list. To be effective a strategic approach is needed which integrates all of the processes - buying, service and innovation.
This document discusses Adobe's focus on gaming and provides an overview of their gaming tools and initiatives. It highlights that gaming is a huge industry, with the biggest platforms being browser and mobile. It promotes Adobe's gaming SDK, frameworks like Starling and Away3D, and tools like Adobe Scout and FlasCC for bringing C/C++ games to the browser. It also mentions standards-based tools like CreateJS. The document encourages developers to use Adobe's free and open-source tools to build high-performance games across platforms.
The document summarizes life in the American colonies, including differences between the New England, Middle, and Southern colonies. In the New England colonies, nearly all residents were Puritans who believed in strict religious rules. The Middle colonies attracted a variety of religious groups, including Quakers and Dutch traders. The Southern colonies' economies centered around cash crops like tobacco and indigo grown with help from indentured servants and slaves. The document also contrasts colonial times with modern times in terms of clothing, food, jobs, housing, and more.
FITC 2014 Amsterdam - Adobe Apps for Web Designers in 2014Michael Chaize
This document discusses Adobe apps that are useful for web designers in 2014, including a history of Adobe ImageReady and Fireworks from 1998. It covers topics like flat design, responsive web design, using Illustrator for vectors and SVG, extracting CSS, and Adobe add-ons. The document provides an overview of design trends and techniques as well as features of Adobe products that help with web design.
Hans-Peter was born in Uummannaq, Greenland where he currently lives. He enjoys football, films starring Jim Carrey, and music by Pink Floyd and The Beatles. While his father hunts seals on weekends, Hans-Peter wants to play football instead of hunting, though he does enjoy hunting from their boat.
So with the increasing visibility of Twitter and Automation Tools, things are becoming harder to manage in the Twitterverse. Not everyone uses automation tools which this content analysis will show.
Описание лингвистической реальности/A Description of Linguistic RealityPeter Korolev
презентация статьи, представленной на конференции в Коми-Пермяцком институте усовершенствования учителей в 2011 году, посвященной сохранению нематериального культурного наследия
I. Понятие и типы стилистической окраски.
а) понятие коннотации;
б) типы стилистической окраски.
II. Понятие стилистический нормы.
III. Коммуникативная ситуация и параметры ее описания.
Classification and clustering in media monitoring: from knowledge engineering...Lidia Pivovarova
This PhD thesis examines classification and clustering techniques for media monitoring, including news grouping, multi-label text classification, and business polarity detection. It focuses on applying these methods to the PULS media monitoring system, which collects over 10,000 news articles daily. The thesis contributes novel algorithms and datasets for grouping news into stories based on named entity salience, large-scale multi-label text classification balancing training sets, and the first dataset and methods for entity-level business polarity detection.
The document describes a Russian paraphrase corpus created by the authors. It contains over 8000 sentence pairs annotated as precise, loose, or non-paraphrases using crowdsourcing. The corpus was collected from news headlines and aims to capture the most important events. The authors evaluate different models for classifying sentence pairs and find that combining linguistic features improves performance over individual feature types. Graphs built from the corpus can reveal connected events more completely than human annotations alone.
This document discusses the work of Antiplagiat Research, which tackles challenging natural language processing and plagiarism detection problems. It outlines their focus on cross-language plagiarism detection, machine-generated text detection, and intrinsic plagiarism detection. It also describes Antiplagiat Research's collaboration opportunities and their participation in evaluating plagiarism detection algorithms through workshops like Dialogue Evaluation.
This document summarizes a study that analyzed 47,410 Instagram images from Saint Petersburg over one year to understand human experience in different urban areas. The images were clustered using Google tags and user hashtags into topics like portraits, cars, flowers. The clusters were mapped geographically to see their spatial distribution. Clusters like hairstyle and animals were evenly distributed, while clothing, fitness and architecture were more detached, indicating urban segregation. The combination of semantic and geospatial analysis of social media images provided new insights into urban life not previously available from traditional data sources.
The document discusses the Pullenti NER Engine and its use in semantic similarity tasks. It presents the Semantics-Oriented Linguistic Processor (SOLP) which establishes text segments containing similar semantic units. It then describes the hybrid linguistic and machine learning approach used by the Pullenti-based engine, including the two-step Semantic Expansion Algorithm. Performance figures and evaluation metrics for Pullenti's named entity recognition are also provided.
The document discusses the reliability of results from corpus research and introduces a solution called GICR that provides automatic result analysis. GICR allows users to see statistics on search areas to check for bias or lack of homogeneity compared to the entire corpus by displaying metadata attributes like URLs, document IDs, author information, region, gender, and genre. It aims to address the problem that simply getting IPM and KWIC search results does not indicate if the results are biased by providing analysis directly in the interface.
This document discusses methods for estimating a user's actual age and gender when those values are not directly provided. It outlines using social graph analysis, natural language processing, analyzing user interests, and statistical methods. For social graph analysis, it examines using connections like classmates to infer age and analyzing local graph properties. NLP looks at gender-specific language in user profiles while interest analysis matches users to gender-biased communities. Statistics applies overall patterns in the data to make estimations.
This document presents mathematical models of information dissemination and warfare. It discusses:
1) Models of information spreading through both vertical (centralized) and horizontal (interpersonal) flows, and how the combination of these determines information dynamics in society.
2) Models of information adoption and forgetting over time, and the effects of incomplete media coverage and two-step perception.
3) Models of information warfare between two information sources, examining the necessary conditions for one to win over the other.
4) Extensions of these models including periodic destabilization, additional factors like forgetting, and a model of individual choice-making during information warfare.
This document discusses the analysis and modeling of complex systems. It describes analyzing the problem, modeling the system, and determining both quantitative and qualitative parameters. An example is given of assigning weights to different quantitative parameters. The document recommends creating a coordinate system and basis to define qualitative parameters. It formulates the final task as creating a concept for a basis of a quality parameter system. It seeks colleagues to partner with on further developing these analysis methods.
This document discusses trend detection at OK. It describes the multi-step process used: text extraction from logs, language detection, tokenization, dictionary extraction, vectorization, deduplication, statistics calculation, trend identification, clustering of trending terms, extraction of relevant documents, and visualization of trends. Both batch and streaming approaches are discussed to address the need for timely trend detection. Technologies used include Apache Kafka, YARN, Spark, Samza, Lucene and ELKI.
1. The researcher analyzed quantitative characteristics such as entropy, readability, lexical diversity, frequencies of words, and parts of speech for different text genres including scientific texts, news articles, and student writings.
2. The analysis found that student writings had higher entropy and readability than news articles or scientific texts. News articles had higher lexical diversity and frequencies of common words.
3. To evaluate the accuracy of a developed Old Irish lemmatizer, the researcher applied it to a test corpus of 840 tokens, of which 186 were unknown words. The lemmatizer correctly predicted lemmas for 84 of the unknown words, achieving an accuracy of around 60% for unknown words.
This document discusses methods for evaluating clustering validity indices (CVIs) that measure the quality of clustering results. It proposes using human assessments of clustered data as ground truth to evaluate how well different CVIs match human judgments. An experimental evaluation of 19 CVIs on 41 datasets clustered using 6 algorithms showed that none of the CVIs perfectly matched human assessments. The document concludes that while no universal CVI exists, meta-learning from past human assessments could help select the most appropriate CVI for a new clustering problem.
The document provides information on various artificial intelligence and voice assistant technologies including:
1) JUST AI and Eugene Goostman chatbot, a winner of the 2014 Turing 100 Chatbots competition.
2) Everyday Assistant, a voice assistant available on mobile devices.
3) Dusi Voice Assistant with over 1 million downloads on Google Play.
4) Era of messengers for chatting with personal assistants without voice.
5) ElSmart, the first Android phone for blind users.
6) Zenbot, an open source framework for developing voice assistants across platforms.
This document proposes a data augmentation method for image sentiment analysis using hashtags. It involves collecting a small set of manually labeled images and their hashtags, learning to predict sentiment labels from the hashtags using machine learning, and using this model to automatically label more images. Preliminary results show the hashtag-predicted labels match human labels with 83-95% accuracy. However, more testing is needed on a general set of images to fully evaluate the method's effectiveness.
This document proposes a method for continuous time series alignment in human action recognition. It defines continuous versions of time series, warping paths, and the dynamic time warping (DTW) distance. The method finds the optimal continuous warping path by approximating solutions to a cost minimization problem. An experiment applies the continuous DTW to classify human activities from accelerometer data, achieving classification accuracy close to the discrete DTW method. The continuous approach solves issues with resampling data and has potential for improved approximations and optimization methods.
1. «Зачем» , « что» и « как» в исследовании коллокаций. Вопросы и возможные ответы Размышления на тему Елены Ягуновой & Co [email_address]
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27. Таблица 1. Биграммы (MI- score ), выделяющиеся и для лексем, и для словоформ. Материал конференции «Диалог» (из доклада на симпозиуме "Терминология и знание" -- Пивоварова, Ягунова 2010) технологии интеллектуальные 28 до вплоть 85 числа множественного 26 области предметной 73 мира картине 25 ли вряд 72 очередь первую 22 мере меньшей 70 дел положение 21 зрения точки 63 процессора лингвистического 17 словосочетаний устойчивых 61 века XIX 16 перевода машинного 46 мере крайней 14 тона основного 42 жеста вокального 8 коммуникации педагогической 38 памяти оперативной 5 препинания знаки 37 посессором внешним 4 существительных отглагольных 33 графов концептуальных 2 лингвистика корпусная 30 слоге ударном 1 биграммы п.п. биграммы п.п.
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29. Таблица 2а. Терминологические биграммы (MI- score ), выделяющиеся и для лексем, и для словоформ. Материал конференции «Корпусная лингвистика» (из доклада на симпозиуме "Терминология и знание" -- Пивоварова, Ягунова 2010) разметки морфологической 86 состояний семантических 35 речи частей 79 количество большое 26 данные корпусные 67 перевода машинного 19 язык русский 65 области предметной 18 единиц лексических 61 статьи словарной 16 данных база 54 лингвистики математической 15 речь устная 52 собственные имена 13 категорий грамматических 48 лингвистика корпусная 11 корпус Национальный 47 объемом общим 9 язык английский 41 литературы художественной 5 неоднозначности разрешения 40 деятельности речевой 4 биграммы п.п. биграммы п.п