麻豆传媒映画

麻豆传媒映画
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Professor:in

Prof. Dr. -Ing. Mehrdad Jalali

Professor, School of Arts, Information & Media

Raum: LGS 6, 2. OG, Arc 215
E-Mail: [email protected]
Telefon: +49 6221-6799-XXX
脺ber mich

脺ber mich

Professor f眉r Artificial Intelligence & Cheminformatics an der 麻豆传媒映画 of Applied Science Heidelberg; Sektionsherausgeber f眉r 鈥濵aterials Data Science & AI鈥� bei Materials Today Communications (Elsevier). Ehemaliger Senior Data Scientist am Karlsruher Institut f眉r Technologie (KIT), Deutschland, sowie ehemaliger au脽erordentlicher Professor und Leiter des Fachbereichs Informatik an der Azad-Universit盲t Mashhad (Iran). Seine Forschung konzentriert sich auf Cheminformatik, Graph Learning/GNNs, Empfehlungssysteme, Large Language Models f眉r elektronische Laborjournale (ELNs) und Forschungsautomatisierung, FAIR Data/Ontologien, maschinelles Lernen f眉r Spektroskopie/Charakterisierung sowie Optimierung. Er ist Autor von mehr als 150 wissenschaftlichen Publikationen in nationalen und internationalen Fachzeitschriften und Konferenzen. Promotion in Intelligent Computing (Universiti Putra Malaysia).

Forschungsinteressen:

  • Cheminformatik und Materialdatenwissenschaft
  • Graph Learning / GNNs und Netzwerkanalyse
  • Empfehlungssysteme und Information Retrieval
  • LLMs in ELNs und Laborautomatisierung
  • FAIR Data, Ontologien und Metadaten
  • Maschinelles Lernen f眉r Spektroskopie (IR, XPS) und Charakterisierung
  • Metaheuristische Optimierung
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Publikationen

  • Jalali*, A. D. Dinga Wonanke, Friederich, W枚ll 鈥� The Black Hole Strategy: Gravity-Based Representative Sampling for Frugal Graph Learning on Metal鈥揙rganic Framework Networks 鈥� Journal of Chemical Information and Modeling (2025). DOI: 10.1021/acs.jcim.5c01518
     
  • Jalali*, Caulfield, Sauter, Nefedov, Yang, W枚ll 鈥� Application of Neural Networks for Advanced IR Spectroscopy of Ceria 鈥� Advanced Intelligent Discovery (accepted, 2025). DOI: 10.1002/aidi.202500046
     
  • Bangian, Jalali*, Houshmand 鈥� Inverse Link Prediction with GCNs for Knowledge-Preserving Sparsification 鈥� Journal of Big Data (2025). DOI: 10.1186/s40537-025-01220-8
     
  • Vu, Keshri, Chandna, Jalali*, Mehraeen 鈥� Fine-tuning Transformers for Emotion Detection 鈥� International Journal of Information Technology (2025). DOI: forthcoming
     
  • Vu, Mehraeen, Hande, Chandna, Jalali* 鈥� InformatIQ for Module Handbook Metadata 鈥� International Journal of Computers & Applications (2025). DOI: forthcoming
     
  • Dalirinia, Yaghoobi, Tabatabaee, Chandna, Jalali* 鈥� Multimodal Lotus Effect Algorithm 鈥� Engineering Reports 7(4):e70137 (2025). DOI: 10.1002/eng2.70137
     
  • Ahmadzadeh, Jalali*, Ghaemi, Kheirabadi 鈥� GraphDBSCAN: Optimized DBSCAN for Noise-Resistant Community Detection 鈥� Future Internet 17:150 (2025). DOI: 10.3390/fi17040150
     
  • Nokhodchian, Moattar, Jalali 鈥� SGRiT (NMF via Subspace Graph Regularization) 鈥� Machine Learning & Knowledge Extraction 7:25 (2025). DOI: 10.3390/make7010025
     
  • Orth, H枚fer, Nefedov, Jalali, W枚ll, Reischl 鈥� ML-Based XPS Quantification 鈥� Current Directions in Biomedical Engineering 10(4):482鈥�485 (2024). DOI: 10.1515/cdbme-2024-2118
     
  • Jalali*, Luo, Caulfield, Sauter, Nefedov, W枚ll 鈥� Large Language Models in Electronic Laboratory Notebooks 鈥� Materials Today Communications 40:109801 (2024). DOI: 10.1016/j.mtcomm.2024.109801
     
  • Feriz, Jalali*, Forghani 鈥� Jellyfish-Enhanced CNN-LSTM for Pandemic Modeling 鈥� Concurrency & Computation: Practice & Experience (2024). DOI: forthcoming
     
  • Jalali*, Wonanke, W枚ll 鈥� MOFGalaxyNet: GCN for Predicting Guest Accessibility in MOFs 鈥� Journal of Cheminformatics 15:94 (2023). DOI: 10.1186/s13321-023-00764-2
     
  • Dalirinia, Jalali*, Yaghoobi et al. 鈥� Lotus Effect Optimization Algorithm (LEA) 鈥� Journal of Supercomputing (2024). DOI: 10.1007/s11227-023-05513-8
     
  • Jalali*, Mail, Aversa, K眉bel 鈥� MSLE: An Ontology for Materials Science Laboratory Equipment 鈥� Materials Today Communications 35:105532 (2023). DOI: 10.1016/j.mtcomm.2023.105532
     
  • Safavi, Jalali*, Houshmand 鈥� Deep-Learning POI Recommendation (Review) 鈥� Electronics 11(13):1998 (2022). DOI: 10.3390/electronics11131998
     
  • Safavi, Jalali* 鈥� DeePOF: Hybrid CNN + Friendship for POI 鈥� Concurrency & Computation 34(15):e6981 (2022). DOI: 10.1002/cpe.6981
     
  • Nia, Jalali* 鈥� RecMem: Time-Aware Recommenders via Memetic Evolution 鈥� Computational Intelligence & Neuroscience (2022). DOI: 10.1155/2022/4135142
     
  • Jalali, Tsotsalas, W枚ll 鈥� MOFSocialNet: Social Network Analysis for MOFs 鈥� Nanomaterials 12(4):704 (2022). DOI: 10.3390/nano12040704
     
  • Nia, Jalali*, Mail, Ivanisenko, K眉bel 鈥� ML for Community Detection in a High-Entropy Alloy Network 鈥� ACS Omega 7(15):12978鈥�12992 (2022). DOI: 10.1021/acsomega.2c00317
     
  • Nia, Jalali*, Houshmand 鈥� Graph-Based k-Nearest Neighbor for Predicting Phases in High-Entropy Alloys 鈥� Applied Sciences 12(16):8021 (2022). DOI: 10.3390/app12168021
     
  • Tahmasbi, Jalali*, Shakeri 鈥� TSCMF: Temporal & Social Collective Matrix Factorization 鈥� Journal of Intelligent Information Systems 56:169鈥�187 (2021). DOI: 10.1007/s10844-020-00613-w
     
  • Tahmasbi, Jalali*, Shakeri 鈥� Coupled Tensor Factorization 鈥� Journal of Ambient Intelligence & Humanized Computing 12:9693鈥�9712 (2021). DOI: 10.1007/s12652-020-02807-8
     
  • Shahidi, Shakeri, Jalali 鈥� Semantic Malware Detection via GMDH 鈥� Computers & Electrical Engineering 91:107099 (2021). DOI: 10.1016/j.compeleceng.2021.107099
     
  • Safavi, Jalali* 鈥� RecPOID: Friendship-Aware POI Recommendation with Deep CNN 鈥� Future Internet 13(3):79 (2021). DOI: 10.3390/fi13030079
     
  • Ravakhah, Jalali*, Forghani, Sheibani 鈥� Balanced Hierarchical Max-Margin Matrix Factorization 鈥� Expert Systems (2021). DOI: 10.1111/exsy.12722
     
  • Vazifehdan, Moattar, Jalali* 鈥� Hybrid Bayesian Networks + Tensor Factorization for Missing Data 鈥� Journal of King Saud University 鈥� Computer & Information Sciences 31(2):175鈥�184 (2019). DOI: 10.1016/j.jksuci.2017.01.003
     
  • Nobahari, Jalali*, Mahdavi 鈥� ISoTrustSeq: Implicit Interest, Trust & Sequential Behavior for Social Recommendation 鈥� Journal of Intelligent Information Systems 52:239鈥�268 (2019). DOI: 10.1007/s10844-018-0513-8
     
  • Barati, Jalali*, Forghani 鈥� Alternating Optimization for Penalized Regression-Based Clustering 鈥� Expert Systems 36(6):e12462 (2019). DOI: 10.1111/exsy.12462
     
  • Moosavi, Jalali*, Misaghian, Shamshirband, Anisi 鈥� Community Detection via Frequent Pattern Mining 鈥� Knowledge & Information Systems 51:159鈥�186 (2017). DOI: 10.1007/s10115-016-0970-8
     
  • Mahboob, Jalali*, Jahan, Barekati 鈥� Swallow: Resource & Tag Recommender via Heat Diffusion 鈥� Computational Intelligence 33(1):99鈥�118 (2017). DOI: 10.1111/coin.12064
     
  • Jalali, Mustapha, Sulaiman, Mamat 鈥� WebPUM: Predicting User Future Movements (Web Usage Mining) 鈥� Expert Systems with Applications 37(9):6201鈥�6212 (2010). DOI: 10.1016/j.eswa.2010.02.105