Novel Recommendation based on Personal Popularity Tendency

Jinoh Oh, Sun Park, Hwanjo Yu
Department of Computer Science and Engineering, POSTECH
Min Song
Information Systems, New Jersey Institute of Technology
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Top 10 Recommendation

ItemRank Gross Tangent Gross PPTM Gross
Full Monty, The (1997) 45,857,453 Full Monty, The (1997) 45,857,453 Shawshank Redemption, The (1994) 28,341,469
Empire Strikes Back, The (1980) 225,554,189 Toy Story (1995) 133,344,903 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Shawshank Redemption, The (1994) 28,341,469 Scream (1996) 103,001,286 Big Night (1996) 11,881,039
One Flew Over the Cuckoo's Nest (1975) 171,940,000 Shawshank Redemption, The (1994) 28,341,469 Kolya (1996) 5,730,711
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Empire Strikes Back, The (1980) 225,554,189 Empire Strikes Back, The (1980) 225,554,189
Apocalypse Now (1979) 42,606,290 One Flew Over the Cuckoo's Nest (1975) 171,940,000 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Toy Story (1995) 133,344,903 Postino, Il (1994) 20,681,301 Reservoir Dogs (1992) 2,687,008
Postino, Il (1994) 20,681,301 Air Force One (1997) 250,384,803 Wallace & Gromit: The Best of Aardman Animation (1996) 900,976
North by Northwest (1959) 19,977,527 Boogie Nights (1997) 26,384,919 Full Monty, The (1997) 45,857,453
Big Night (1996) 11,881,039 Big Night (1996) 11,881,039 My Left Foot (1989) 14,743,391
Average 70,525,879 Average 101,737,136 Average 51,271,085

Fig1. The recommended item's distribution by each method top10

Fig2. The recommended item's distribution by PPTM



Fig3. The difference of recommended item's distribution and feedbacks distribution

Fig4. The difference of recommended item's distribution and feedbackss distrigution

Watching List

Title Gross
Rear Window (1954) 6,759,601
Star Trek: First Contact (1996) 207,001,027
Madness of King George, The (1994) 15,238,994
Portrait of a Lady, The (1996) 3,692,836
Welcome to the Dollhouse (1995) 4,429,002
Remains of the Day, The (1993) 22,954,968
Fargo (1996) 24,611,975
Feast of July (1995) 293,274
I Shot Andy Warhol (1996) 1,814,290
Sling Blade (1996) 24,475,416
Babe (1995) 66,600,000
Three Colors: Red (1994) 4,043,686
Cyrano de Bergerac (1990) 5,820,020
Alien (1979) 42,285,739
Leaving Las Vegas (1995) 31,968,347
L.A. Confidential (1997) 64,604,977
Back to the Future (1985) 303,398,294
Inventing the Abbotts (1997) 5,936,344
Trainspotting (1996) 16,501,785
Dead Man (1995) 1,025,488
Shallow Grave (1994) 2,881,508
Basquiat (1996) 2,961,991
As Good As It Gets (1997) 215,563,842
Orlando (1993) 5,289,772
Spellbound (1945) 11,970,500
Annie Hall (1977) 57,253,791
Twelve Monkeys (1995) 82,512,000
Fish Called Wanda, A (1988) 93,259,712
Boot, Das (1981) 11,433,134
Secrets & Lies (1996) 13,417,292
In the Line of Fire (1993) 151,314,283
Being There (1979) 30,177,511
Associate, The (1996) 12,772,657
To Kill a Mockingbird (1962) 20,629,846
Glengarry Glen Ross (1992) 10,725,228
Amadeus (1984) 23,401,401
Braveheart (1995) 110,286,945
Dial M for Murder (1954) 3,012,562
Heavenly Creatures (1994) 3,049,135
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Strictly Ballroom (1992) 11,738,022
Serial Mom (1994) 7,881,335
Monty Python and the Holy Grail (1974) 1,821,082
Bullets Over Broadway (1994) 13,383,737
Chasing Amy (1997) 12,006,514
Titanic (1997) 600,779,824
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Princess Bride, The (1987) 21,277,649
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Sex, Lies, and Videotape (1989) 24,741,700
Withnail and I (1987) 1,544,889
Sleepers (1996) 76,705,552
2001: A Space Odyssey (1968) 25,761,621
Beautiful Thing (1996) 1,449,934
Wings of Desire (1987) 3,806,540
Charade (1963) 6,209,420
Shine (1996) 53,830,909
Day the Earth Stood Still, The (1951) 79,366,978
Breakfast at Tiffany's (1961) 15,500,000
Piano, The (1993) 40,158,000
Palmetto (1998) 5,840,581
Star Trek IV: The Voyage Home (1986) 124,751,249
Jackie Brown (1997) 39,647,595
Blade Runner (1982) 1,445,283
Stand by Me (1986) 69,411,304
Star Wars (1977) 731,853,665
Spanking the Monkey (1994) 1,359,736
Primal Fear (1996) 80,646,667
Grifters, The (1990) 13,446,769
Much Ado About Nothing (1993) 22,551,000
Manchurian Candidate, The (1962) 4,180,630
English Patient, The (1996) 111,415,132
Bob Roberts (1992) 4,479,470
E.T. the Extra-Terrestrial (1982) 259,597,332
Sunset Blvd. (1950) 7,500,000
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Ulee's Gold (1997) 9,054,736
Return of the Pink Panther, The (1974) 37,170,000
Godfather, The (1972) 291,702,411
Casablanca (1942) 5,806,467
Breaking the Waves (1996) 4,040,691
Willy Wonka and the Chocolate Factory (1971) 4,000,000
African Queen, The (1951) 4,300,000
Brazil (1985) 6,500,000
Object of My Affection, The (1998) 29,106,737
Lost Highway (1997) 3,796,699
Silence of the Lambs, The (1991) 137,332,208
Good Will Hunting (1997) 192,328,280
Jerry Maguire (1996) 228,557,864
Oscar & Lucinda (1997) 1,508,689
Quiz Show (1994) 24,822,619
Psycho (1960) 43,200,000
Apt Pupil (1998) 8,838,938
All About Eve (1950) 4,210,177
Usual Suspects, The (1995) 1,120,000
Life Less Ordinary, A (1997) 4,266,243
Star Trek: The Wrath of Khan (1982) 118,633,541
Schindler's List (1993) 140,409,248
Big Lebowski, The (1998) 17,439,163
Ulee's Gold (1997) 9,054,736
Microcosmos: Le peuple de l'herbe (1996) 1,573,842
Citizen Kane (1941) 1,640,769
Clerks (1994) 3,151,130
Night on Earth (1991) 2,015,810
Heathers (1989) 1,108,462
Grace of My Heart (1996) 617,632
Angels and Insects (1995) 5,304,000
Eve's Bayou (1997) 14,821,531
Return of the Jedi (1983) 500,773,409
Hudsucker Proxy, The (1994) 2,869,369
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Victor/Victoria (1982) 28,215,453
Winter Guest, The (1997) 776,332
Lone Star (1996) 13,269,963
Unforgiven (1992) 119,081,912
Taxi Driver (1976) 33,669,000
Dead Man Walking (1995) 39,025,000
Men in Black (1997) 367,992,228
Nightmare Before Christmas, The (1993) 22,782,289
Grosse Pointe Blank (1997) 28,014,536
My Own Private Idaho (1991) 6,258,980
Jurassic Park (1993) 563,476,625
Raising Arizona (1987) 22,847,564
Antonia's Line (1995) 4,823,217
She's the One (1996) 9,449,219
Emma (1996) 22,201,883
House of Yes, The (1997) 617,403
Pulp Fiction (1994) 84,022,201
Monty Python's Life of Brian (1979) 646,124
Delicatessen (1991) 1,794,187
Night Falls on Manhattan (1997) 9,881,286
Sweet Hereafter, The (1997) 3,252,652
Clockwork Orange, A (1971) 38,589,355
Enchanted April (1991) 13,200,170
Dead Poets Society (1989) 144,288,116
Contact (1997) 149,887,543
Burnt By the Sun (1994) 2,616,503
Sense and Sensibility (1995) 62,493,774
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Swingers (1996) 4,505,922
Bound (1996) 3,798,532
Chasing Amy (1997) 12,006,514
Henry V (1989) 10,161,099
Maybe, Maybe Not (Bewegte Mann, Der) (1994) 366,506
Godfather: Part II, The (1974) 87,973,000
Dolores Claiborne (1994) 24,361,867
Young Frankenstein (1974) 125,123,000
Seven (Se7en) (1995) 143,225,000
Citizen Ruth (1996) 153,155
Kansas City (1996) 1,353,824
2 Days in the Valley (1996) 11,090,856
Batman (1989) 401,685,407
Foxfire (1996) 258,263
Richard III (1995) 2,600,000
Miller's Crossing (1990) 5,080,409
Vertigo (1958) 7,024,928
Rob Roy (1995) 31,600,000
Snow White and the Seven Dwarfs (1937) 103,921,550
Ed Wood (1994) 5,887,457
Average 56,256,717
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