This document provides an overview of the BICube big data analytics platform. It describes the platform's architecture including components like HDFS, Zookeeper, Yarn, MapReduce, Hive, Pig and Mahout. It also covers in-memory analytics using Spark, machine learning algorithms for classification, clustering and association. Additionally, it lists types of analytics the platform supports such as sentiment analysis, topic modeling, similarity analysis, social network analysis, and more. The document emphasizes that the platform runs algorithms on Hadoop and Spark and allows users to build custom components and user interfaces.

1. 2013.7
www.bicube.co.krBigdata Knowledge Discovery

2. BICube 2
ArchitectureArchitectureArchitectureArchitecture
Sqoop Flume
HDFS (Hadoop Distributed File System)
Zookeeper
Yarn
(2.0)
MapReduce
Hive
Pig
Mahout
Mashup
RDB
Preprocess Classify Cluster Associate Visual
BICube
RDB Mashup SNS Crawler
Authentication
CubeManager
Log Crawler
Machine Learning Engine
Spark
Spark
SQL
Spark
Stream GraphXML
Storm Kafka Akka
BioinfoManipul
Tachyon
Mesos

3. BICube 3
In-MomoryIn-MomoryIn-MomoryIn-Momory
In-memory MapReduce

4. BICube 4
Cross IndustryCross IndustryCross IndustryCross Industry
Domain Standard Analytics
Finance HealthCare Traffic Disaster
Logistics Security CRM Customer Document
Convergence
Images

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Regression, MultiLinearRegression, KoreanMorpheme
Logistic Regression, SVM, Adaboost, Neural Network
RandomForest, NaiveBayssian, Timeseries Analysis
Kmeans, LDA, HMM, PCA, SVD, CRF, TDA
Covariance, Correlation, ROC, LSA, EigenFace Image
CF Recommender, ConfusionMatrix, AUC
Bagging, Wagging, ArcX4,LogitBoost,ModestAdaboost
SAMME,BinaryClibration, IsonicCalibration...
Discriminant Adaptive Nearist Neighbor
Hierachical agglomerative clustering
Kernel Recursive Least Square,Radial Base Network
Local scaled density base clustering, EMGaussianMixture
Sequential minimum optimization,Dual coordinate Descent
T-Test, F-Test, G-Test, Chi-square-Test Anova etc….
• Statistics and Machine Learning Algorithms on Mapreduce
• Run on Hadoop Distributed File System
• Run on Spark In-Memory Resilient Distributed Dataset
Main AlgorithmsMain AlgorithmsMain AlgorithmsMain Algorithms

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Sentiment AnalysisSentiment AnalysisSentiment AnalysisSentiment Analysis

7. BICube 7
Sentiment AnalysisSentiment AnalysisSentiment AnalysisSentiment Analysis

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Topic AnalysisTopic AnalysisTopic AnalysisTopic Analysis
Document-Topic Matirx ViewerDocument-Topic Matirx Viewer

9. BICube 9
Topic AnalysisTopic AnalysisTopic AnalysisTopic Analysis
Word-Topic Matirx ViewerWord-Topic Matirx Viewer

10. BICube 10
Similarity AnalysisSimilarity AnalysisSimilarity AnalysisSimilarity Analysis

11. BICube 11
Similarity AnalysisSimilarity AnalysisSimilarity AnalysisSimilarity Analysis

12. BICube 12
Word CloudWord CloudWord CloudWord Cloud

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Social AnalysisSocial AnalysisSocial AnalysisSocial Analysis

14. BICube 14
Relation AnalysisRelation AnalysisRelation AnalysisRelation Analysis

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Confusion MatrixConfusion MatrixConfusion MatrixConfusion Matrix

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ClusteringClusteringClusteringClustering
3D Visualization on GPU3D Visualization on GPU

17. BICube 17
MBAMBAMBAMBA

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CV on HadoopCV on HadoopCV on HadoopCV on Hadoop

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CV on HadoopCV on HadoopCV on HadoopCV on Hadoop

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OLAP ad-hocOLAP ad-hocOLAP ad-hocOLAP ad-hoc

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Geo AnalysisGeo AnalysisGeo AnalysisGeo Analysis

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PDF analysisPDF analysisPDF analysisPDF analysis

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Neural NetworkNeural NetworkNeural NetworkNeural Network
Timeseries forcasting
Recurrent Neural Network
Feedfoward Neural Network(Elman)
Counterpropagation Neural Network
Hopfield Neural Network
Boltzman Neural Network
Neat Neural Network
Som Neural Network
Art 1 Neural Network
Bam Neural Network
Adaline Neural Network

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Log AnalysisLog AnalysisLog AnalysisLog Analysis

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Mash-up to BigdataMash-up to BigdataMash-up to BigdataMash-up to Bigdata

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3D Visualization3D Visualization3D Visualization3D Visualization
PointCloud on GPU for Topological Data AnalysisPointCloud on GPU for Topological Data Analysis

27. BICube 27
Module Manager Add components by yourself–
DIY-ComponentDIY-ComponentDIY-ComponentDIY-Component

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Process Manager- Process UI Design Manager
DIY-UIDIY-UIDIY-UIDIY-UI

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