2013.7

www.bicube.co.krBigdata Knowledge Discovery

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ArchitectureArchitectureArchitectureArchitecture

Sqoop Flume

HDFS (Hadoop Distributed File System)

Zookeeper

Yarn(2.0)

MapReduce

HivePig

Mahout

Mashup

RDB

Preprocess Classify Cluster Associate Visual

BICube

RDB Mashup SNS Crawler

Authent ication

CubeM

anager

Log Crawler

Machine Learning Engine

Spark

SparkSQL

SparkStream GraphXML

Storm Kafka Akka

BioinfoManipul

Tachyon

Mesos

BICube 3

In-MomoryIn-MomoryIn-MomoryIn-Momory

In-memory MapReduce

BICube 4

Cross IndustryCross IndustryCross IndustryCross Industry

Domain Standard Analytics

Finance HealthCare Traffic Disaster

Logistics Security CRM Customer Document

Convergence

Images

BICube 5

Regression, MultiLinearRegression, KoreanMorphemeLogistic Regression, SVM, Adaboost, Neural Network RandomForest, NaiveBayssian, Timeseries AnalysisKmeans, LDA, HMM, PCA, SVD, CRF, TDACovariance, Correlation, ROC, LSA, EigenFace ImageCF Recommender, ConfusionMatrix, AUC Bagging, Wagging, ArcX4,LogitBoost,ModestAdaboostSAMME,BinaryClibration, IsonicCalibration...Discriminant Adaptive Nearist NeighborHierachical agglomerative clusteringKernel Recursive Least Square,Radial Base NetworkLocal scaled density base clustering, EMGaussianMixtureSequential 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

BICube 6

Sentiment AnalysisSentiment AnalysisSentiment AnalysisSentiment Analysis

BICube 7

Sentiment AnalysisSentiment AnalysisSentiment AnalysisSentiment Analysis

BICube 8

Topic AnalysisTopic AnalysisTopic AnalysisTopic Analysis

Document-Topic Matirx ViewerDocument-Topic Matirx Viewer

BICube 9

Topic AnalysisTopic AnalysisTopic AnalysisTopic Analysis

Word-Topic Matirx ViewerWord-Topic Matirx Viewer

BICube 10

Similarity AnalysisSimilarity AnalysisSimilarity AnalysisSimilarity Analysis

BICube 11

Similarity AnalysisSimilarity AnalysisSimilarity AnalysisSimilarity Analysis

BICube 12

Word CloudWord CloudWord CloudWord Cloud

BICube 13

Social AnalysisSocial AnalysisSocial AnalysisSocial Analysis

BICube 14

Relation AnalysisRelation AnalysisRelation AnalysisRelation Analysis

BICube 15

Confusion MatrixConfusion MatrixConfusion MatrixConfusion Matrix

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ClusteringClustering ClusteringClustering

3D Visualization on GPU3D Visualization on GPU

BICube 17

MBAMBA MBAMBA

BICube 18

CV on HadoopCV on Hadoop CV on HadoopCV on Hadoop

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CV on HadoopCV on Hadoop CV on HadoopCV on Hadoop

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

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Geo AnalysisGeo Analysis Geo AnalysisGeo Analysis

BICube 22

PDF analysisPDF analysis PDF 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 NetworkBoltzman Neural NetworkNeat Neural NetworkSom Neural NetworkArt 1 Neural NetworkBam Neural NetworkAdaline Neural Network

BICube 24

Log AnalysisLog Analysis Log AnalysisLog Analysis

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

BICube 26

3D Visualization3D Visualization3D Visualization3D Visualization

PointCloud on GPU for Topological Data AnalysisPointCloud on GPU for Topological Data Analysis

BICube 27

Module Manager Add components by yourself–

DIY-ComponentDIY-ComponentDIY-ComponentDIY-Component

BICube 28

Process Manager- Process UI Design Manager

DIY-UIDIY-UIDIY-UIDIY-UI

BICube 29

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