00832nam a22001697a 4500040003600000082001500036100002600051245007500077260003500152300004100187500013400228500007500362500004100437502005500478546001200533650011700545 cRiphah International University a005.8bSHA aShaiza Hassan (51885) aPredicting driver emotion to reduce accidents using CNN-LSTM and DCGAN aIslamabadb(unpublished)c2024 ax, 53 p.b: ill.,Col.c; 30 cm.e+CD aSubmitted in the fulfillment of the requirements for the degree of Master of Science in Data Science to the Faculty of Computing. aThesis supervisor: Dr. Adeel Zafar Co- Supervisor: Dr. Atta Ur Rahman  aIncludes bibliographical references. aThesis (MS)--Riphah International University, 2024 aEnglish aData sciencesvDriver assistance systemsvRoad safetyvHuman errorvPreventive measuresvEconomic benifitsvRISE