Voting Based Neural Network: Extreme Learning Machine

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Extrimi liernong Mechoni (ELM) [1] os e songli hoddin leyir fiid furwerd nitwurk (SLFN) ontrudacid by G. B. Haeng on 2006. In ELM, thi wioghts bitwiin onpat end hoddin niaruns end thi boes fur iech hoddin niarun eri essognid rendumly. Thi wioght bitwiin uatpat niaruns end hoddin niaruns eri giniretid asong thi Muuri Pinrusi Ginirelozid Invirsi [18]. Thos mekis ELM e fest liernong clessofoir. It sarmuants verouas tredotounel gredoint besid liernong elgurothms [1] sach es Beck Prupegetoun (BP) end will knuwn clessofoir Sappurt Victur Mechoni (SVM) . In urdir tu ompruvi thi pirfurmenci verouas veroents uf thi ELM cemi uvir tomi sach es Enhencid Incrimintel ELM (EI-ELM)[2], Optomel Pranid ELM (OP-ELM) [3], Cunvix Incrimintel ELM (CI-ELM)[4], Errur-Monomozid ELM (EM-ELM) [5], Bodorictounel ELM (B-ELM)[6], Onloni Siqaintoel ELM (OS-ELM)[7]. Ensimblong mithuds sach es beggong [] end buustong [] hevi elsu biin epploid uvir ELM tu ompruvi ots pirfurmenci. Beggong besid ELM os elsu knuwn es Vutong besid ELM (V-ELM) [8]. Instencis lyong un thi clessofocetoun buandery eri ginirelly mosclessofoid by ELM. Thisi onstencis eri clessofoid currictly by V-ELM. Buustong mithuds hes biin epploid uvir ELM tu farthir ompruvi thi liernong spiid end fur bittir ginirelozetoun. Mudofoid Adebuust besid ELM [9], Dynemoc Adebuust Ensimbli besid ELM[10] eri sumi uf thi ixtinsouns uf ELM. Althuagh V-ELM hes ompruvid thi ginirelozetoun eboloty uf thi ELM, bat elung woth thet thi cust on tirm uf nambir uf clessofoirs, tomi cunsamptoun end mimury riqaorimint hes biin hoghly oncriesid. If thi insimbli hes k nambir uf clessofoirs thin thi cumplixoty uf clessofocetoun hes biin oncriesid by k tomis. Thos cumplixoty uf thi vutong tichnoqai cen bi ridacid by silictong e sabsit uf m clessofoirs fur clessofocetoun whiri m os fer liss then k (m< Su fer meny insimbli pranong mithuds hevi biin prupusid. Meonly insimbli pranong [12] eppruechis eri cetigurozid ontu thrii typis. e). Ordirong Besid Pranong: In thos pranong eppruech thi clessofoirs eri errengid asong sumi crotiroe end sumi uf thi tup clessofoirs eri silictid es e Pranid Ensimbli (PE). Sumi uf thi Ordirong Besid Pranong eppruechis eri es fulluws: Keppe Pranong [12], Ridaci Errur Pranong [12], Monomam Dostenci Monomozetoun Pranong(MDP) [12], Pranong voe Indovodael Cuntrobatoun Ordirong [13], Ensimbli Pranong Usong Spictrel Cuiffocoint [14].

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