Department of Software and Information Systems Engineering

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  • 2023

    Adversarial Machine Learning

    Katzir, Z. & Elovici, Y., 1 Jan 2023, Machine Learning for Data Science Handbook: Data Mining and Knowledge Discovery Handbook, Third Edition. Springer International Publishing, p. 559-585 27 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • A Noise Resistant Credibilistic Fuzzy Clustering Algorithm on a Unit Hypersphere with Illustrations Using Expression Data

    Hu, Z., Last, M., Hong, T. P., Tyshchenko, O. K. & Kashyap, E., 1 Jan 2023, Lecture Notes on Data Engineering and Communications Technologies. Springer Science and Business Media Deutschland GmbH, p. 564-590 27 p. (Lecture Notes on Data Engineering and Communications Technologies; vol. 149).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • Applying CVSS to Vulnerability Scoring in Cyber-Biological Systems

    Puzis, R. & Veksler-Lublinsky, I., 1 Jan 2023, Cyberbiosecurity: A New Field to Deal with Emerging Threats. Springer International Publishing, p. 115-134 20 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    1 Scopus citations
  • Data Mining in Medicine

    Amico, B., Combi, C. & Shahar, Y., 1 Jan 2023, Machine Learning for Data Science Handbook: Data Mining and Knowledge Discovery Handbook, Third Edition. Springer International Publishing, p. 607-636 30 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • Data Science and Knowledge Discovery Using Machine Learning Methods

    Maimon, O., Rokach, L. & Shmueli, E., 1 Jan 2023, Machine Learning for Data Science Handbook: Data Mining and Knowledge Discovery Handbook, Third Edition. Springer International Publishing, p. 1-19 19 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • Mining Temporal Data

    Moskovitch, R., 1 Jan 2023, Machine Learning for Data Science Handbook: Data Mining and Knowledge Discovery Handbook, Third Edition. Springer International Publishing, p. 469-490 22 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    1 Scopus citations
  • Online Propaganda Detection

    Last, M., 1 Jan 2023, Machine Learning for Data Science Handbook: Data Mining and Knowledge Discovery Handbook, Third Edition. Springer International Publishing, p. 703-719 17 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    2 Scopus citations
  • Sentiment Analysis for Social Text

    Ofek, N., 1 Jan 2023, Machine Learning for Data Science Handbook: Data Mining and Knowledge Discovery Handbook, Third Edition. Springer International Publishing, p. 801-831 31 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • Social Network Analysis for Disinformation Detection

    Elyashar, A., Reuben, M., Shabtai, A. & Puzis, R., 1 Jan 2023, Machine Learning for Data Science Handbook: Data Mining and Knowledge Discovery Handbook, Third Edition. Springer International Publishing, p. 681-701 21 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • Support Vector Machines

    Shmilovici, A., 1 Jan 2023, Machine Learning for Data Science Handbook: Data Mining and Knowledge Discovery Handbook, Third Edition. Springer International Publishing, p. 93-110 18 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    4 Scopus citations
  • The Attack Surface of Wet Lab Automation

    Dalal, N., Oren, Y., Dorfan, Y., Giron, J. & Puzis, R., 1 Jan 2023, Cyberbiosecurity: A New Field to Deal with Emerging Threats. Springer International Publishing, p. 279-304 26 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • 2022

    Evaluating Recommender Systems

    Gunawardana, A., Shani, G. & Yogev, S., 1 Jan 2022, Recommender Systems Handbook: Third Edition. Springer US, p. 547-601 55 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    58 Scopus citations
  • Increasing and standardizing quality of care using computerized guidelines for clinical decision support

    Lehocki, F., Shalom, E., Putekova, S., Beňačka, J., Krištúfková, A., Matak, T. & Mydliar, M., 1 Jan 2022, Personalized Health Systems for Cardiovascular Disease. Elsevier, p. 177-203 27 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • Social Recommender Systems

    Guy, I., 1 Jan 2022, Recommender Systems Handbook: Third Edition. Springer US, p. 835-870 36 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    5 Scopus citations
  • Towards Simplification of ME-Maps

    Maraee, A. & Sturm, A., 30 May 2022, Lecture Notes in Business Information Processing. Cham: Springer Science and Business Media Deutschland GmbH, p. 279-294 16 p. (Lecture Notes in Business Information Processing; vol. 450).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • 2021

    Interweaving AI and Behavioral Programming Towards Better Programming Environments

    Elyasaf, A., Weinstock, M. & Weiss, G., 1 Jan 2021, Artificial Intelligence: Methods for Software Engineering. World Scientific Publishing Co., p. 3-27 25 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    1 Scopus citations
  • Recommender Systems: Techniques, Applications, and Challenges

    Ricci, F., Rokach, L. & Shapira, B., 22 Nov 2021, Recommender Systems Handbook: Third Edition. Shapira, B., Rokach, L. & Francesco, R. (eds.). Springer US, p. 1-35 35 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    70 Scopus citations
  • Towards Automatic Textual Summarization of Movies

    Liu, C., Last, M. & Shmilovici, A., 11 Jul 2021, Studies in Fuzziness and Soft Computing. Cham: Springer, p. 481-491 11 p. (Studies in Fuzziness and Soft Computing; vol. 393).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    3 Scopus citations
  • 2019

    Rich Feature Spaces and Regression Models in Single-Document Extractive Summarization

    Dlikman, A., Litvak, M. & Last, M., 1 Jan 2019, Multilingual Text Analysis: Challenges, Models, and Approaches. World Scientific Publishing Co., p. 119-154 36 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    1 Scopus citations
  • 2018

    Clustering-based classification of document streams with active learning

    Last, M., Stoliar, M. & Friedman, M., 11 Jan 2018, Data Mining in Time Series and Streaming Databases. World Scientific Publishing Co. Pte Ltd, p. 92-117 26 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    1 Scopus citations
  • Offensive information warfare revisited: Social media use in man-made crises

    Rohn, E., White, C. M. & Leshem, G., 1 Jan 2018, Censorship, Surveillance, and Privacy: Concepts, Methodologies, Tools, and Applications. IGI Global, Vol. 3. p. 1470-1497 28 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • People recommendation on social media

    Guy, I., 1 Jan 2018, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, p. 570-623 54 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10100 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    25 Scopus citations
  • Social search

    Brusilovsky, P., Smyth, B. & Shapira, B., 3 May 2018, Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Springer Verlag, p. 213-276 64 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 10100 LNCS).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    15 Scopus citations
  • 2017

    Detecting android kernel rootkits via JTAG memory introspection

    Guri, M., Poliak, Y., Shapira, B. & Elovici, Y., 7 Sep 2017, Intrusion Detection and Prevention for Mobile Ecosystems. CRC Press, p. 165-186 22 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    1 Scopus citations
  • Function-based malware detection technique for android

    Sherman, N. & Shabtai, A., 1 Jan 2017, Intrusion Detection and Prevention for Mobile Ecosystems. CRC Press, p. 135-164 30 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • 2016

    Personalized knowledge service for smart cell phones based on usage conceptual model and intention prediction algorithm

    Levy, M., Rokach, L., Shapira, B. & Shoval, P., 19 Apr 2016, Knowledge Service Engineering Handbook. CRC Press, p. 307-322 16 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • ShapeLearner: Towards Shape-Based Visual Knowledge Harvesting

    Xu, H., Wang, Y., Feng, K., De Melo, G., Wu, W., Sharf, A. & Chen, B., 2016, Frontiers in Artificial Intelligence and Applications. Kaminka, G. A., Fox, M., Bouquet, P., Hullermeier, E., Dignum, V., Dignum, F. & van Harmelen, F. (eds.). IOS Press BV, Vol. 285. p. 435-443 9 p. (Frontiers in Artificial Intelligence and Applications; vol. 285).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    2 Scopus citations
  • 2015

    AESTHETICS IN INFORMATION TECHNOLOGY: Motivation and Future Research Directions

    Tractinsky, N., 1 Jan 2015, Human-Computer Interaction and Management Information Systems: Foundations. Taylor and Francis, p. 330-347 18 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    12 Scopus citations
  • Evaluating recommender systems

    Gunawardana, A. & Shani, G., 1 Jan 2015, Recommender Systems Handbook, Second Edition. 2 ed. Springer US, p. 265-308 44 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    236 Scopus citations
  • Listen to the sound of data

    Last, M. & Gorelik, A. U., 1 Jan 2015, Multimedia Data Mining and Analytics: Disruptive Innovation. Springer International Publishing, p. 419-446 28 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    4 Scopus citations
  • Recommender systems: Introduction and challenges

    Ricci, F., Shapira, B. & Rokach, L., 1 Jan 2015, Recommender Systems Handbook, Second Edition. Springer US, p. 1-34 34 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    577 Scopus citations
  • 2014

    A brief introduction to agents

    Shehory, O. & Sturm, A., 1 Feb 2014, Agent-Oriented Software Engineering: Reflections on Architectures, Methodologies, Languages, and Frameworks. Springer Berlin Heidelberg, Vol. 9783642544323. p. 3-11 9 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    25 Scopus citations
  • Agent-oriented software engineering: Revisiting the state of the art

    Sturm, A. & Shehory, O., 17 Mar 2014, Agent-Oriented Software Engineering: Reflections on Architectures, Methodologies, Languages, and Frameworks. Springer Berlin Heidelberg, Vol. 9783642544323. p. 13-26 14 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    14 Scopus citations
  • Dependency tree-based rules for concept-level aspect-based sentiment analysis

    Poria, S., Ofek, N., Gelbukh, A., Hussain, A. & Rokach, L., 1 Jan 2014, Semantic Web Evaluation Challenge - SemWebEval 2014 at ESWC 2014, Revised Selected Papers. Di Noia, T., Presutti, V., Recupero, D. R., Cantador, I., Lange, C., Lange, C., Tordai, A., Lange, C., Stankovic, M., Cambria, E. & Di Iorio, A. (eds.). Springer Verlag, p. 41-47 7 p. (Communications in Computer and Information Science; vol. 475).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    24 Scopus citations
  • Edurank: A collaborative filtering approach to personalization in e-learning

    Segal, A., Katzir, Z., Gal, K., Shani, G. & Shapira, B., 2014, Proceedings of the 7th International Conference on Educational Data Mining (EDM 2014) . International Educational Data Mining Society, p. 68-75

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • Introduction to Proactive Data Mining

    Dahan, H., Cohen, S., Rokach, L. & Maimon, O., 15 Feb 2014, PROACTIVE DATA MINING WITH DECISION TREES. Springer New York, p. 1-14 (SpringerBriefs in Electrical and Computer Engineering).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • Multi-agent systems: A software architecture viewpoint

    Shehory, O. & Sturm, A., 1 Feb 2014, Agent-Oriented Software Engineering: Reflections on Architectures, Methodologies, Languages, and Frameworks. Springer Berlin Heidelberg, Vol. 9783642544323. p. 57-78 22 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    2 Scopus citations
  • Multi-document summarization by extended graph text representation and importance refinement

    Mirchev, U. & Last, M., 31 Jan 2014, Innovative Document Summarization Techniques: Revolutionizing Knowledge Understanding. IGI Global, p. 28-53 26 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    10 Scopus citations
  • New formats and interfaces for multi-document news summarization and its evaluation

    Berendt, B., Last, M., Subašic, I. & Verbeke, M., 31 Jan 2014, Innovative Document Summarization Techniques: Revolutionizing Knowledge Understanding. IGI Global, p. 231-255 25 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    Open Access
    1 Scopus citations
  • Plan recognition and visualization in exploratory learning environments

    Amir, O., Gal, K., Yaron, D., Karabinos, M. & Belford, R., 1 Jan 2014, Educational Data Mining: Applications and Trends. Springer Verlag, p. 289-327 39 p. (Studies in Computational Intelligence; vol. 524).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    2 Scopus citations
  • Proactive Data Mining in the Real World: Case Studies

    Dahan, H., Cohen, S., Rokach, L. & Maimon, O., 15 Feb 2014, PROACTIVE DATA MINING WITH DECISION TREES. Springer New York, p. 35-61 (SpringerBriefs in Electrical and Computer Engineering).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • Sensitivity Analysis of Proactive Data Mining

    Dahan, H., Cohen, S., Rokach, L. & Maimon, O., 15 Feb 2014, PROACTIVE DATA MINING WITH DECISION TREES. p. 63-85 (SpringerBriefs in Electrical and Computer Engineering).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • The evolution of MAS tools

    Sturm, A. & Shehory, O., 17 Mar 2014, Agent-Oriented Software Engineering: Reflections on Architectures, Methodologies, Languages, and Frameworks. Springer Berlin Heidelberg, p. 275-288 14 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    1 Scopus citations
  • The landscape of agent-oriented methodologies

    Sturm, A. & Shehory, O., 17 Mar 2014, Agent-Oriented Software Engineering: Reflections on Architectures, Methodologies, Languages, and Frameworks. Springer Berlin Heidelberg, p. 137-154 18 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    13 Scopus citations
  • Unsupervised fine-grained sentiment analysis system using lexicons and concepts

    Ofek, N. & Rokach, L., 4 Oct 2014, Semantic Web Evaluation Challenge - SemWebEval 2014 at ESWC 2014, Revised Selected Papers. Di Noia, T., Presutti, V., Recupero, D. R., Cantador, I., Lange, C., Lange, C., Tordai, A., Lange, C., Stankovic, M., Cambria, E. & Di Iorio, A. (eds.). Springer Verlag, p. 28-33 6 p. (Communications in Computer and Information Science; vol. 475).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    3 Scopus citations
  • 2013

    BRAM agent

    Fishel, R., Bercovitch, M. & Gal, Y., 1 Jan 2013, Complex Automated Negotiations: Theories, Models, and Software Competitions. Springer Verlag, p. 213-216 4 p. (Studies in Computational Intelligence; vol. 435).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    3 Scopus citations
  • Clinical Decision-Support Systems

    Musen, M. A., Shahar, Y. & Shortliffe, E. H., Nov 2013, Medical Informatics: Computer Applications in Health Care and Biomedicine. Shortliffe, E. H. & Perreault, L. E. (eds.). 2 ed. Springer New York, p. 573-609 37 p. (Health Informatics).

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

  • Introduction to security and privacy in social networks

    Elovici, Y. & Altshuler, Y., 1 Jan 2013, Security and Privacy in Social Networks. Springer New York, p. 1-6 6 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    3 Scopus citations
  • Link prediction in highly fractional data sets

    Fire, M., Puzis, R. & Elovici, Y., 1 Jan 2013, Handbook of Computational Approaches to Counterterrorism. Springer New York, p. 283-300 18 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    25 Scopus citations
  • Links reconstruction attack: Using link prediction algorithms to compromise social networks privacy

    Fire, M., Katz, G. & Rokach, L., 1 Jan 2013, Security and Privacy in Social Networks. Springer New York, p. 181-196 16 p.

    Research output: Chapter in Book/Report/Conference proceedingChapterpeer-review

    18 Scopus citations