In this work, the TREPAN algorithm is enhanced and extended for extracting decision trees from neural networks. We empirically evaluated the performance of the algorithm on a set of databases from real world events. This benchmark enhancement was achieved by adapting Single-test TREPAN and C4.5 decision tree induction algorithms to analyze the datasets. The models are then compared with X-TREPAN for
comprehensibility and classification accuracy. Furthermore, we validate the experimentations by applying statistical methods. Finally, the modified algorithm is extended to work with multi-class regression problems and the ability to comprehend generalized feed forward networks is achieved.
Recently submitted a research paper for evaluation at HCI-IDID, 10 Conference on the topic-
"Weekly Education Module For Rural India" proceedings of live project. Design4 Social
Impact done in workshop under Alumnus Kshitz Anand, UX Designer. {Approval awaited }
In this work, the TREPAN algorithm is enhanced and extended for extracting decision trees from neural networks. We empirically evaluated the performance of the algorithm on a set of databases from real world events. This benchmark enhancement was achieved by adapting Single-test TREPAN and C4.5 decision tree induction algorithms to analyze the datasets. The models are then compared with X-TREPAN for
comprehensibility and classification accuracy. Furthermore, we validate the experimentations by applying statistical methods. Finally, the modified algorithm is extended to work with multi-class regression problems and the ability to comprehend generalized feed forward networks is achieved.
Recently submitted a research paper for evaluation at HCI-IDID, 10 Conference on the topic-
"Weekly Education Module For Rural India" proceedings of live project. Design4 Social
Impact done in workshop under Alumnus Kshitz Anand, UX Designer. {Approval awaited }
1. Una bionda mi entra in officina e mi chiede se ho un "Settecentodieci". Il mio capo officina la guarda perplesso, poi le chiede: "Che cosa è un Settecentodieci?"
2. Lei risponde, "Sa, quel pezzetto piccolo proprio in mezzo al motore, l'ho perso ed ho bisogno di un ricambio. E' sempre stato lì.
3. Il meccanico, a questo punto, porge alla donna un foglio di carta ed una penna e le chiede di disegnare l'aspetto di questo pezzo. Lei disegna allora un cerchio, nel mezzo del quale vi è la scritta 710.
4. Allora il meccanico porta la donna di fronte ad una macchina con il cofano aperto e le chiede, "c'è un Settecentodieci su questa macchina?". La bionda indica e dice, "Certo, è proprio lì".