Faculty Naima Lltaf

Naima lltaf

HoD Research
  • Military College of Signals
  • 92-51-927
Summary

Dr Naima Iltaf’s core area of research is Natural Language Processing, Large Language Models,Recommender Systems, machine learning with more than 10 years of teaching experience. She has been awarded the Best Researcher Award in 2020. With more than 45 publications in international peer reviewed impact factor journals, she has supervised more than 6 PhD and 40 MS students. She has received funding for numerous projects while acting as PI/ Co-PI.

Academic Background
PhD (Recommender System/Distributed System) NUST, Islamabad November 19, 2008 - August 21, 2013
Honours and Awards
Gold Medal Recipient of Gold medal in Masters in Computer Science.
Best Researcher MCS 2019 December 14, 2020
Best Teacher MCS 2018 December 02, 2019
Publications
ConvSeq-MF: Convo-Sequential Matrix Factorization for recommender system February 18, 2025 Neurocomputing - Volume 618, Article Number 128932
Efficient Text Style Transfer through Robust Masked Language Model and Iterative Inference February 18, 2025 IEEE Access - Volume 12, Pages 182353-182373
Dual Modality Reverse Reranking (DM-RR) Based Image Retrieval Framework February 18, 2025 IEEE Open Journal of the Industrial Electronics Society - Volume 5, Pages 886-897
Learning beyond books: A hybrid model to learn real-world problems February 18, 2025 Computer Applications in Engineering Education - Pages 1-15
Low Resource Summarization using Pre-trained Language Models February 18, 2025 ACM Transactions on Asian and Low-Resource Language Information Processing - Pages:19
Fuzzy ensemble of fined tuned BERT models for domain-specific sentiment analysis of software engineering dataset February 18, 2025 PLoS ONE - Volume 19(5), Article Number e0300279
RPf-GCNs: reciprocal perspective driven fused GCNs for rumor detection on social media February 18, 2025 Journal of Big Data - Vol:11, Article number: 12, Pages:14
A novel hybrid CNN-LSTM approach for assessing StackOverflow post quality February 18, 2025 Journal of Intelligent Systems - Pages 1-21
Detection and Classification of Temporal Changes for Citrus Canker Growth Rate using Deep Learning February 18, 2025 IEEE Access - Volume 11, Pages 127637-127650
Deep-view linguistic and inductive learning (DvLIL) based framework for Image Retrieval February 18, 2025 Information Sciences - Volume 649, Article Number: 119641
CrossDomain Recommendation Based on MetaData Using Graph Convolution Networks February 18, 2025 IEEE Access - Volume: 11, Page(s): 90724 - 90738
Detection of Offensive Language and ITS Severity for Low Resource Language February 18, 2025 ACM Transactions on Asian and Low-Resource Language Information Processing - Volume: 22, Issue:06, Article Number: 156
S-RAP: relevance-aware QoS prediction in web-services and user contexts February 18, 2025 Knowledge and Information Systems - Volume 64, Issue 7, Pages 1997-2022
A framework to predict early news popularity using deep temporal propagation patterns February 18, 2025 Expert Systems with Applications - Volume 195, Article Number 116496
Contextual recommender system for E-commerce applications February 18, 2025 Applied Soft Computing - Volume 109, Article Number 107552
Shift-invariant discrete wavelet transform-based sparse fusion of medical images February 18, 2025 Signal, Image and Video Processing - Pages 1-9
Enhanced Metamorphic Techniques-A Case Study Against Havex Malware February 18, 2025 IEEE Access - Volume 9, Pages 112069-112080
Pharmacovigilance with Transformers: A Framework to Detect Adverse Drug Reactions Using BERT Fine-Tuned with FARM February 18, 2025 Computational and Mathematical Methods in Medicine - Volume 2021, Article ID 5589829, 12 pages
Dynamic distributed trust management scheme for the Internet of Things February 18, 2025 Turkish Journal of Electrical Engineering and Computer Sciences - Volume 29, Pages 796-815
A multifocus image fusion using highlevel DWT components and guided filter February 18, 2025 Multimedia Tools and Applications - Vol:79, Pages:12817-12828
DST-HRS: A topic driven hybrid recommender system based on deep semantics February 18, 2025 Computer Communications - Volume 156, Pages 183-191
Enriching Non-negative Matrix Factorization with Contextual Embeddings for Recommender Systems February 18, 2025 Neurocomputing - Volume: 380, Pages: 246-258
Pulse rate extraction based on local-area motion magnification February 18, 2025 Measurement - Volume 152, Article Number 107290
Automated acute lymphoblastic leukaemia detection system using microscopic images February 18, 2025 IET Image Processing - Volume: 13, Issue: 13, Pages 2548-2553
Weighted image fusion using cross bilateral filter and non-subsampled contourlet transform February 18, 2025 Multidimensional Systems and Signal Processing, - Volume: 30, Pages:2199–2210
Magnetic resonance and computed tomography image fusion using saliency map and cross bilateral filter February 18, 2025 Signal, Image and Video Processing - Volume:13, Pages:1157-1164
Content-based histopathological image retrieval using multi-scale and multi channel decoder based LTP February 18, 2025 Biomedical Signal Processing and Control - Volume 54, Article Number 101582
CATSWoTS: Context Aware Trustworthy Social Web of Things System February 18, 2025 Sensors - Volume: 19, Issue: 14, Article Number: 3076,
HRS-CE: A Hybrid Framework to integrate Content Embeddings in Recommender Systems for Cold Start Items February 18, 2025 Journal of Computational Science - Volume 29, Pages 9-18
Overlapping White Blood Cells Detection based on Watershed Transform and Circle Fitting February 18, 2025 Radioengineering - Volume 26, No. 4, Pages 1177-1181
An Efficient Eulerian Video Magnification Technique for Micro-biology Applications February 18, 2025 Radioengineering - Vol:2017, Issue: 01, Pages:316-322
Image Contrast Enhancement Using Weighted Transformation Function February 18, 2025 IEEE Sensors Journal - Volume: 16, Issue: 20, Page(s): 7534-7536
An Effective Model for Indirect Trust Computation in Pervasive Computing Environment February 18, 2025 Wireless Personal Communications - Volume: 75 Issue: 3 Pages: 1689-1713 Special Issue: SI
A mechanism for detecting dishonest recommendation in indirect trust computation February 18, 2025 EURASIP Journal on Wireless Communications and Networking - Article Number: 189
Modeling interaction using trust and recommendation in ubiquitous computing environment February 18, 2025 EURASIP Journal on Wireless Communications and Networking - Vol. 119, Pages 13
Conferences
Enriching Sequential Recommendations With Contextual Auxiliary Information December 16, 2024 - December 19, 2024 Nadia Farooq, Naima Iltaf, Usman Zia, Saddaf Rubab, IEEE/ACM Int’l Conf. on Big Data Computing, Applications, and Technologies (BDCAT 2024)
Metadata based Cross-Domain Recommender Framework using Neighborhood Mapping December 04, 2023 - December 06, 2023 Rabia Khan, Naima Iltaf, Muhammad Umar Shafiq, Fawad ur Rehman, Obaidullah, 2023 IEEE Asia-Pacific Conference on Computer Science and Data Engineering, CSDE 2023
Diagnosis and Identification of Citrus Canker Growth Rate Using Machine Learning August 04, 2023 - August 06, 2023 Naureen Zainab, Hammad Afzal, Fahim Arif, Abdul Ghafoor, Naima Iltaf, Muhammad Zakria, Muhammad Javed Hyder, Rafia Ahsan, 2023 IEEE 4th International Conference on Pattern Recognition and Machine Learning (PRML)
Improving Software Product Line Challenges in Globally Distributed Environment Using Modern Strategies March 15, 2023 - March 16, 2023 Azaz Ahmed Kiani , Dr Naima Iltaf, Yaser Hafeez, Javaria Javaid, Fahad Burhan Ahmed, Ghayour Abbas, 4th International Conference on Communication Technologies, ComTech 2023
Co-Clustering based Hybrid Collaborative Filtering Model March 15, 2023 - March 16, 2023 Aammna, Dr Naima Iltaf, Dr Hammad Afzal, Ain, Qurat Ul, 4th International Conference on Communication Technologies, ComTech 2023
Detection and Analysis of Mental Health Illness using Social Media March 15, 2023 - March 16, 2023 Rabia Qayyum, Hammad Afzal, Khawir Mahmood, Naima Iltaf, 4th International Conference on Communication Technologies, ComTech 2023
Electricity Theft Detection Via Deep Learning March 15, 2023 - September 16, 2023 Sehrish Farid, Dr Naima Iltaf, Dr Hammad Afzal, 4th International Conference on Communication Technologies, ComTech 2023
A Hybrid Collaborative Filtering Technique for Web Service Recommendation using Contextual Attributes of Web Services March 02, 2022 - March 03, 2022 Naima Iltaf, Mahmood Ul Hassan, Noor Ul Ain, Ali Irfan, 2022 Second International Conference on Distributed Computing and High Performance Computing (DCHPC)
DTMSim-IoT: A Distributed Trust Management Simulator for IoT Networks August 17, 2020 - August 22, 2020 Naima Altaf, Syed Wasif Abbas Hamdani, Abdul Waheed Khan, Mian Muhammad Waseem Iqbal , 2020 IEEE Intl Conf on Dependable, Autonomic and Secure Computing, Intl Conf on Pervasive Intelligence and Computing, Intl Conf on Cloud and Big Data Computing, Intl Conf on Cyber Science and Technology Congress (DASC/PiCom/CBDCom/CyberSciTech)
Novel Approach Using Deep Learning for Intrusion Detection and Classification of the Network Traffic June 22, 2020 - June 24, 2020 Fahim Arif, Shahbaz Ahmad, Zabeehullah, Naima Iltaf, IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA)
A Deep Learning Framework to Predict Rating for Cold Start Item Using Item Metadata June 12, 2019 - June 14, 2019 Fahad Anwaar, naima iltaf, hammad Afzal, Haider Abbas, 2019 IEEE 28th International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE)
Using Trust in Collaborative Filtering for Recommendations June 12, 2019 - June 14, 2019 Farah Saleem, naima iltaf, hammad Afzal, mobeena Shahzad, 2019 IEEE 28th International Conference on Enabling Technologies: Infrastructure for Collaborative Enterprises (WETICE)
Trust management for SOA based social WoT system February 11, 2018 - February 14, 2018 Sabeen Javaid, Hammad Afzal, Fahim Arif, Naima altaf, International Conference on Advanced Communication Technology, ICACT
Extension of Semantic Based Urdu Linguistic Resources Using Natural Language Processing November 06, 2017 - November 10, 2017 komal khalid, Hammad Afzal, faiza moqaddas, naima altaf, ahmed muqeem sheri, raheel nawaz, Proceedings - 2017 IEEE 15th International Conference on Dependable, Autonomic and Secure Computing, 2017 IEEE 15th International Conference on Pervasive Intelligence and Computing, 2017 IEEE 3rd International Conference on Big Data Intelligence and Computing and 2017 IEEE Cyber Science and Technology Congress, DASC-PICom-DataCom-CyberSciTec 2017
An Attack Resistant Method for Detecting Dishonest Recommendation in Pervasive Computing Environment December 12, 2012 - December 14, 2012 Naima Iltaf, Abdul Ghafoor, usman Zia, 2012 18th IEEE International Conference on Networks (ICON)