Emerging Technologies in Data Mining and Information Security: Proceedings of IEMIS 2018, Volume 2

Front Matter ....Pages i-xxx
Front Matter ....Pages 1-1
 Sentiment Analysis of Tweet Data: The Study of Sentimental State of Human from Tweet Text  (S. M. Mazharul Hoque Chowdhury, Priyanka Ghosh, Sheikh Abujar, Most. Arina Afrin, Syed Akhter Hossain)....Pages 3-14
 Data Analytic Techniques with Hardware-Based Encryption for High-Profile Dataset  (M. Sharmila Begum, A. George)....Pages 15-23
 Exploring Student Migration in Rural Region of Bangladesh  (Arafat Bin Hossain, Sakibul Mowla, Sheikh Nabil Mohammad, Md. R. Amin)....Pages 25-36
 Analysis on Lightning News and Correlation with Lightning Imaging Sensor (LIS) Data  (Sunny Chowdhury, K. M. Sajjadul Islam, Sheikh Nabil Mohammad, Md. R. Amin, Choudhury Wahid)....Pages 37-47
 A Computational Approach for Project Work Performance Analysis Based on Online Collaborative Data  (Nikitaben P. Shelke, Poonam Gupta)....Pages 49-62
 Design of Business Canvas Model for Social Media  (Jan Hruska, Petra Maresova)....Pages 63-69
 Horticultural Approach for Detection, Categorization and Enumeration of On Plant Oval Shaped Fruits  (Santi Kumari Behera, Junali Jasmine Jena, Amiya Kumar Rath, Prabira Kumar Sethy)....Pages 71-84
 A Novel Deterministic Framework for Non-probabilistic Recommender Systems  (Avinash Bhat, Divya Madhav Kamath, C. Anitha)....Pages 85-97
 EEG Signal Analysis Using Different Clustering Techniques  (Chinmaya Kumar Pradhan, Shariar Rahaman, Md. Abdul Alim Sheikh, Alok Kole, Tanmoy Maity)....Pages 99-105
 Automatic Geospatial Objects Classification from Satellite Images  (Shariar Rahaman, Md. Abdul Alim Sheikh, Alok Kole, Tanmoy Maity, Chinmaya Kumar Pradhan)....Pages 107-117
 RAiTA: Recommending Accepted Answer Using Textual Metadata  (Md. Mofijul Islam, Sk. Shariful Islam Arafat, Md. Shakil Hossain, Md. Mahmudur Rahman, Md. Mahmudul Hasan, S. M. Al-Hossain Imam et al.)....Pages 119-131
 LIUBoost: Locality Informed Under-Boosting for Imbalanced Data Classification  (Sajid Ahmed, Farshid Rayhan, Asif Mahbub, Md. Rafsan Jani, Swakkhar Shatabda, Dewan Md. Farid)....Pages 133-144
 Comparative Study of Different Ensemble Compositions in EEG Signal Classification Problem  (Ankita Datta, Rajdeep Chatterjee)....Pages 145-154
 Improving Quality of Fruits Picked in Orchards Using Mahalanobis Distance Based Model  (Kalaivanan Sandamurthy, Kalpana Ramanujam)....Pages 155-164
 Viable Crop Prediction Scenario in BigData Using a Novel Approach  (Shriya Sahu, Meenu Chawla, Nilay Khare)....Pages 165-177
 A Graph Based Approach on Extractive Summarization  (Madhurima Dutta, Ajit Kumar Das, Chirantana Mallick, Apurba Sarkar, Asit K. Das)....Pages 179-187
 Targeted Marketing and Market Share Analysis on POS Payment Data Using DW and OLAP  (Giridhar Maji, Lalmohan Dutta, Soumya Sen)....Pages 189-199
 Promises and Challenges of Big Data in a Data-Driven World  (Sonali Mukherjee, Manoj Kumar Mishra, Bhabani Shankar Prasad Mishra)....Pages 201-211
 Accelerating Pairwise Sequence Alignment Algorithm by MapReduce Technique for Next-Generation Sequencing (NGS) Data Analysis  (Sudip Mondal, Sunirmal Khatua)....Pages 213-220
 Entity Resolution in Online Multiple Social Networks (@Facebook and LinkedIn)  (Ravita Mishra)....Pages 221-237
 Big Data Approach for Epidemiology and Prevention of HIV/AIDS  (Nivedita Das, Sandeep Agarwal, Siddharth Swarup Rautaray, Manjusha Pandey)....Pages 239-248
 A Survey on Local Market Analysis for a Successful Restaurant Yield  (Bidisha Das Baksi, Varsha Rao, C. Anitha)....Pages 249-257
 Context Dependency Relation Extraction Using Modified Evolutionary Algorithm Based on Web Mining  (Parinda Prajapati, Premkumar Sivakumar)....Pages 259-267
 NoSQL Overview and Performance Testing of HBase Over Multiple Nodes with MySQL  (Nabanita Das, Swagata Paul, Bidyut Biman Sarkar, Satyajit Chakrabarti)....Pages 269-279
 NO SQL Approach for Handling Bioinformatics Data Using MongoDB  (Swaroop Chigurupati, Kiran Vegesna, L. V. Siva Rama Krishna Boddu, Gopala Krishna Murthy Nookala, Suresh B. Mudunuri)....Pages 281-287
 Thunderstorm Characteristics Over the Northeastern Region (NER) of India During the Pre-monsoon Season, 2011 Using Geosynchronous Satellite Data  (Sandeep Thakur, Ismail Mondal, Phani Bhushan Ghosh, Tarun Kumar De)....Pages 289-299
 A Novel Approach to Spam Filtering Using Semantic Based Naive Bayesian Classifier in Text Analytics  (Ritik Mallik, Abhaya Kumar Sahoo)....Pages 301-309
 A Proposed Approach for Improving Hadoop Performance for Handling Small Files  (Arnab Karan, Siddharth Swarup Rautaray, Manjusha Pandey)....Pages 311-319
 To Ameliorate Classification Accuracy Using Ensemble Vote Approach and Base Classifiers  (Mudasir Ashraf, Majid Zaman, Muheet Ahmed)....Pages 321-334
 Big Data Ecosystem: Review on Architectural Evolution  (Kamakhya Narain Singh, Rajat Kumar Behera, Jibendu Kumar Mantri)....Pages 335-345
 A Comparative Study of Local Outlier Factor Algorithms for Outliers Detection in Data Streams  (Supriya Mishra, Meenu Chawla)....Pages 347-356
 Context Level Entity Extraction Using Text Analytics with Big Data Tools  (Papiya Das, Kashyap Barua, Manjusha Pandey, Siddharth Swarup Routaray)....Pages 357-367
 A Novel Hybrid Approach for Time Series Data Forecasting Using Moving Average Filter and ARIMA-SVM  (Gurudev Aradhye, A. C. S. Rao, M. D. Mastan Mohammed)....Pages 369-381
 Social Network Analysis with Collaborative Learning: A Review  (Abhishek Kashyap, Sri Khetwat Saritha)....Pages 383-392
 Frequent Subpatterns Distribution in Social Network Analysis  (Rahul Rane)....Pages 393-403
 Big Data Real-Time Storytelling with Self-service Visualization  (Rajat Kumar Behera, Anil Kumar Swain)....Pages 405-415
 Informative Gene Selection Using Clustering and Gene Ontology  (Soumen K. Pati, Subhankar Mallick, Aruna Chakraborty, Ankur Das)....Pages 417-427
Front Matter ....Pages 429-429
 Identifying Categorical Terms Based on Latent Dirichlet Allocation for Email Categorization  (Aakanksha Sharaff, Naresh Kumar Nagwani)....Pages 431-437
 The Role of Social Media in Crisis Situation Management: A Survey  (Akanksha Goel, Manomita Chakraborty, Saroj Kumar Biswas)....Pages 439-448
 Subset Significance Threshold: An Effective Constraint Variable for Mining Significant Closed Frequent Itemsets  (S. Pavitra Bai, G. K. Ravi Kumar)....Pages 449-458
 An Automated Method for Power Line Points Detection from Terrestrial LiDAR Data  (Arshad Husain, Rakesh Chandra Vaishya)....Pages 459-472
 Stochastic Petri Net Based Modeling for Analyzing Dependability of Big Data Storage System  (Durbadal Chattaraj, Monalisa Sarma, Debasis Samanta)....Pages 473-484
 Sachetan: A Crowdsource-Based Personal Safety Application  (Sheikh Nabil Mohammad, Sakhawat Hossain, Md. Mustafijur Rahman, Mithun Das, Md. R. Amin)....Pages 485-495
 Cyberbullying and Self-harm in Adolescence, an Assessment of Detection, Prevention, and Recovery from Forum  (A. Sandrine Pricilla, I. Anandhi, J. I. Sheeba)....Pages 497-505
 Visual Verification and Analysis of Outliers Using Optimal Outlier Detection Result by Choosing Proper Algorithm and Parameter  (Bilkis Jamal Ferdosi, Muhammad Masud Tarek)....Pages 507-517
 Identification of the Recurrence of Breast Cancer by Discriminant Analysis  (Avijit Kumar Chaudhuri, D. Sinha, K. S. Thyagaraj)....Pages 519-532
 Automatic Multi-class Classification of Beetle Pest Using Statistical Feature Extraction and Support Vector Machine  (Abhishek Dey, Debasmita Bhoumik, Kashi Nath Dey)....Pages 533-544
 Probabilistic Dimension Reduction Method for Privacy Preserving Data Clustering  (Hanumantha Rao Jalla, P. N. Girija)....Pages 545-554
 Spam Detection in SMS Based on Feature Selection Techniques  (Aakanksha Sharaff)....Pages 555-563
 Recent Trends of Data Mining in Cloud Computing  (Abhijit Sarkar, Abhishek Bhattacharya, Soumi Dutta, Komal K. Parikh)....Pages 565-578
 Impact of Data Mining Techniques in Predictive Modeling: A Case Study  (Suparna DasGupta, Soumyabrata Saha, Suman Kumar Das)....Pages 579-590
 Distortion-Based Privacy-Preserved Association Rules Mining Without Side Effects Using Closed Itemsets  (H. Surendra, H. S. Mohan)....Pages 591-601
 A Data Warehouse Based Schema Design on Decision-Making in Loan Disbursement for Indian Advance Sector  (Ishita Das, Santanu Roy, Amlan Chatterjee, Soumya Sen)....Pages 603-614
 Analysis and Design of an Efficient Temporal Data Mining Model for the Indian Stock Market  (Cerene Mariam Abraham, M. Sudheep Elayidom, T. Santhanakrishnan)....Pages 615-628
 Shilling Attack Detection in Recommender System Using PCA and SVM  (Noopur Samaiya, Sandeep K. Raghuwanshi, R. K. Pateriya)....Pages 629-637
 A Hybrid Clustering Algorithm Based on Kmeans and Ant Lion Optimization  (Santosh Kumar Majhi, Shubhra Biswal)....Pages 639-650
 Flight Arrival Delay Prediction Using Gradient Boosting Classifier  (Navoneel Chakrabarty, Tuhin Kundu, Sudipta Dandapat, Apurba Sarkar, Dipak Kumar Kole)....Pages 651-659
 The Prediction of Traffic Flow with Regression Analysis  (Ishteaque Alam, Dewan Md. Farid, Rosaldo J. F. Rossetti)....Pages 661-671
 SBi-MSREimpute: A Sequential Biclustering Technique Based on Mean Squared Residue and Euclidean Distance to Predict Missing Values in Microarray Gene Expression Data  (Sourav Dutta, Mithila Hore, Faraz Ahmad, Anam Saba, Manuraj Kumar, Chandra Das)....Pages 673-685
 FTD Tree Based Classification Model for Alzheimer’s Disease Prediction  (Bala Brahmeswara Kadaru, M. Uma Maheswara Rao, S. Narayana)....Pages 687-697
 Data Mining in Frequent Pattern Matching Using Improved Apriori Algorithm  (Bhukya Krishna, Geetanjali Amarawat)....Pages 699-709
 A Model for Predicting Outfit Sales: Using Data Mining Methods  (Mohammad Aman Ullah)....Pages 711-720
 A Novel Feature Selection Technique for Text Classification  (D. S. Guru, Mostafa Ali, Mahamad Suhil)....Pages 721-733
 Prediction of Death Rate Using Regression Analysis  (Satya Ranjan Dash, Rekha Sahu)....Pages 735-745
 An Investigative Prolegomenon on Various Clustering Strategies, Their Resolution, and Future Direction Towards Wireless Sensor Systems  (Sushree Bibhuprada B. Priyadarshini, Amiya Bhusan Bagjadab, Suvasini Panigrhi, Brojo Kishore Mishra)....Pages 747-756
 A Comparison Study of Temporal Signature Mining Over Traditional Data Mining Techniques to Detect Network Intrusion  (Sharmishtha Dutta, Tanjila Mawla, Md. Forhad Rabbi)....Pages 757-763
 An Optimized Random Forest Classifier for Diabetes Mellitus  (N. Komal Kumar, D. Vigneswari, M. Vamsi Krishna, G. V. Phanindra Reddy)....Pages 765-773
 Development of Cardiac Disease Classifier Using Rough Set Decision System  (B. Halder, S. Mitra, M. Mitra)....Pages 775-785
 Decision Support System for Prediction of Occupational Accident: A Case Study from a Steel Plant  (Sobhan Sarkar, Mainak Chain, Sohit Nayak, J. Maiti)....Pages 787-796
 Community Detection Based Tweet Summarization  (Soumi Dutta, Asit Kumar Das, Abhishek Bhattacharya, Gourav Dutta, Komal K. Parikh, Atin Das et al.)....Pages 797-808
 Heart Diseases Prediction System Using CHC-TSS Evolutionary, KNN, and Decision Tree Classification Algorithm  (Rishabh Saxena, Aakriti Johri, Vikas Deep, Purushottam Sharma)....Pages 809-819
 Electrofacies Analysis of Well Log Data Using Data Mining Algorithm: A Case Study  (Sanjukta De, Gandhar Pramod Nigudkar, Debashish Sengupta)....Pages 821-827
 A Dynamic Spatial Fuzzy C-Means Clustering-Based Medical Image Segmentation  (Amiya Halder, Avranil Maity, Apurba Sarkar, Ananya Das)....Pages 829-836
 Text-Based Emotion Analysis: Feature Selection Techniques and Approaches  (Prathamesh Apte, Saritha Sri Khetwat)....Pages 837-847
 Community Detection Methods in Social Network Analysis  ( Iliho, Sri Khetwat Saritha)....Pages 849-858
 Summarizing Microblogs During Emergency Events: A Comparison of Extractive Summarization Algorithms  (Soumi Dutta, Vibhash Chandra, Kanav Mehra, Sujata Ghatak, Asit Kumar Das, Saptarshi Ghosh)....Pages 859-872
 A Comparative Study on Cluster Analysis of Microblogging Data  (Soumi Dutta, Asit Kumar Das, Gourav Dutta, Mannan Gupta)....Pages 873-881
Back Matter ....Pages 883-885