![]() ![]() Nearest to FINAL FANTASY VII: Industry Giant 2, Anomaly 2, Escape Goat, Pirates of Black Cove, Nuclear Dawn, Insanely Twisted Shadow Planet, Desperados - Wanted Dead or Alive, Movie Studio 13 Platinum - Steam Powered, Nearest to Space Pirates and Zombies: Doctor Who The Eternity Clock, Montague's Mount, Back to the Future Ep 2 - Get Tannen!, Twin Sector, Medieval II Total War Kingdoms, 100% Orange Juice, Alien Breed 2 Assault, Eternal Silence, Nearest to Orcs Must Die!: Gauntlet, Altitude, Polarity, Lume, Captain Forever Remix, TRI Of Friendship and Madness, Nightmares from the Deep 2 The Siren`s Call, Anno 2205, Nearest to Half-Life 2: Railroad Pioneer, The Book of Unwritten Tales, Torchlight II, Endless Sky, One Way Heroics, Cabela's Big Game Hunter Pro Hunts, Resident Evil 5 / Biohazard 5, Medal of Honor(TM) Single Player, Nearest to Batman Arkham Asylum GOTY Edition: WRC Powerslide, Bridge Constructor, World of Guns Gun Disassembly, the static speaks my name, The Curious Expedition, Fate of the World, Dead Mountaineer's Hotel, Undead Overlord, Nearest to Fallout 4: Kinetic Void, Viscera Cleanup Detail Shadow Warrior, Alice Madness Returns, Gratuitous Space Battles, Desktop Dungeons, Peggle Extreme, Star Wars - Battlefront II, The Misadventures of P.B. Nearest to Team Fortress 2: Stronghold 2, Nexus The Jupiter Incident, Larva Mortus, Cossacks II Napoleonic Wars, Edge of Space, Don Bradman Cricket 14, Samantha Swift and the Golden Touch, Worms Crazy Golf, Nearest to Far Cry 3: Ubersoldier II, BookWorm Deluxe, Bridge Constructor Medieval, Nimble Writer, Fieldrunners 2, Carpe Diem, Dark Void, Sacred Gold, Nearest to Counter-Strike Global Offensive: Majesty 2, Nancy Drew Danger on Deception Island, Amazing Adventures Around the World, X2 The Threat, Pirates, Vikings, & Knights II, Stargate Resistance, Heroes Over Europe, Duck Dynasty, Nearest to Mirror's Edge: Critter Crunch, Lost Planet Extreme Condition - Colonies Edition, Tom Clancy's Splinter Cell Chaos Theory, Operation Flashpoint Red River, Year Walk, Ys I, Petz Horsez 2, Third Eye Crime, 2, Full Mojo Rampage, Freight Tycoon Inc., GRID Autosport, 100% Orange Juice, Gunscape, Deus Ex Game of the Year Edition, Nearest to Deus Ex Human Revolution: Duke Nukem Forever, Tom Clancy's H.A.W.X. Nearest to Company of Heroes: Gods Will Be Watching, Cloud Chamber, Oil Rush, Stealth Inc 2, Mordheim City of the Damned, FINAL FANTASY XIII-2, Amazing World, Perpetuum, There are 3600 unique games in the data set. npy file containing embeddings, dictionary, and reverse dictionary: train_skipgram.py - training using Skip-gram, using both purchase and play actions into account as user context.Įach script outputs an image with the game embeddings visualised using t-SNE, and a.train_cbow_weighted.py - same as above, but, only play actions are taken into consideration, and the label is selected based on time played (more time played the game - higher the probability of being selected).train_cbow.py - training using CBOW, using both purchase and play actions into account as user context.Explained: Deriving Mikolov et al.’s Negative-Sampling Word-Embedding Method. ![]() Distributed Representations of Words and Phrases and their Compositionality.Skip-gram: (Rocket League -> (Dota 2, CS: GO)), (CS: GO -> (Dota 2, Rocket League)), (Dota 2 -> (CS: GO, Rocket League))įor more reference, please have a look at this papers:.CBOW: ((Dota 2, CS: GO) -> Rocket League), ((Dota 2, Rocket League) -> CS: GO), ((CS: GO, Rocket League) -> Dota 2).For example if a user has three games: Dota 2, CS: GO, and Rocket League, this (input -> label) pairs can be generated: TensorFlow implementation of word2vec applied on dataset, using both CBOW and Skip-gram.Ĭontext for each game is extracted from the other games that the user owns.
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