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
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 English Patient, The (1996) 111,415,132
English Patient, The (1996) 111,415,132 English Patient, The (1996) 111,415,132 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 L.A. Confidential (1997) 64,604,977
L.A. Confidential (1997) 64,604,977 L.A. Confidential (1997) 64,604,977 Kolya (1996) 5,730,711
Return of the Jedi (1983) 500,773,409 Air Force One (1997) 250,384,803 Gattaca (1997) 12,339,633
Silence of the Lambs, The (1991) 137,332,208 Return of the Jedi (1983) 500,773,409 Air Force One (1997) 250,384,803
Air Force One (1997) 250,384,803 Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201
Pulp Fiction (1994) 84,022,201 Liar Liar (1997) 277,327,280 Ma vie en rose (My Life in Pink) (1997) 2,280,573
Schindler's List (1993) 140,409,248 Pulp Fiction (1994) 84,022,201 Assignment, The (1997) 540,063
Hugo Pool (1997) 3,620 Jerry Maguire (1996) 228,557,864 Shawshank Redemption, The (1994) 28,341,469
Average 191,433,739 Average 227,980,967 Average 58,427,153

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
Romy and Michele's High School Reunion (1997) 29,205,077
Young Frankenstein (1974) 125,123,000
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Delicatessen (1991) 1,794,187
Scream (1996) 103,001,286
Fish Called Wanda, A (1988) 93,259,712
Snow White and the Seven Dwarfs (1937) 103,921,550
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Real Genius (1985) 13,000,000
Face/Off (1997) 163,746,077
Brazil (1985) 6,500,000
Maverick (1994) 151,131,272
Monty Python's Life of Brian (1979) 646,124
Horse Whisperer, The (1998) 109,288,147
Doom Generation, The (1995) 259,319
Strictly Ballroom (1992) 11,738,022
Contact (1997) 149,887,543
Sleepers (1996) 76,705,552
Gone with the Wind (1939) 200,155,278
Twelve Monkeys (1995) 82,512,000
Willy Wonka and the Chocolate Factory (1971) 4,000,000
Much Ado About Nothing (1993) 22,551,000
Hamlet (1996) 4,414,535
Critical Care (1997) 141,853
Full Monty, The (1997) 45,857,453
Star Maps (1997) 592,573
Good Will Hunting (1997) 192,328,280
Grosse Pointe Blank (1997) 28,014,536
Bedknobs and Broomsticks (1971) 838,193
Dead Poets Society (1989) 144,288,116
Mary Poppins (1964) 133,300,000
Terminator 2: Judgment Day (1991) 207,064,802
Rocket Man (1997) 15,448,043
Amadeus (1984) 23,401,401
Pete's Dragon (1977) 22,500,000
Interview with the Vampire (1994) 145,789,330
Seven (Se7en) (1995) 143,225,000
Angels and Insects (1995) 5,304,000
Blade Runner (1982) 1,445,283
Restoration (1995) 4,100,000
Star Wars (1977) 731,853,665
Deceiver (1997) 572,433
Threesome (1994) 14,815,000
Wedding Singer, The (1998) 114,729,850
Once Were Warriors (1994) 2,201,126
Monty Python and the Holy Grail (1974) 1,821,082
Evita (1996) 73,298,979
Waterworld (1995) 130,604,220
Pinocchio (1940) 59,305,559
Toy Story (1995) 133,344,903
Priest (1994) 4,176,932
Money Talks (1997) 61,615,598
Sleepless in Seattle (1993) 191,463,006
Chasing Amy (1997) 12,006,514
Desperate Measures (1998) 13,806,137
Boxing Helena (1993) 1,796,389
Don Juan DeMarco (1995) 22,200,000
Better Off Dead... (1985) 10,297,601
Cook the Thief His Wife & Her Lover, The (1989) 7,724,701
Dirty Dancing (1987) 89,171,578
Dave (1993) 93,370,710
Godfather, The (1972) 291,702,411
While You Were Sleeping (1995) 119,964,016
Sense and Sensibility (1995) 62,493,774
How to Make an American Quilt (1995) 23,574,130
E.T. the Extra-Terrestrial (1982) 259,597,332
Nightmare Before Christmas, The (1993) 22,782,289
Bewegte Mann, Der (1994) 366,506
Mrs. Doubtfire (1993) 330,200,000
Private Benjamin (1980) 39,139,769
Muriel's Wedding (1994) 15,185,594
Gang Related (1997) 5,790,448
Phenomenon (1996) 155,732,573
Ed Wood (1994) 5,887,457
Radioland Murders (1994) 1,299,060
Shall We Dance? (1996) 9,676,677
Pump Up the Volume (1990) 11,541,758
Firestorm (1998) 8,041,665
Trainspotting (1996) 16,501,785
Telling Lies in America (1997) 252,318
Aliens (1986) 121,385,096
Truth About Cats & Dogs, The (1996) 34,073,143
Cement Garden, The (1993) 322,975
So I Married an Axe Murderer (1993) 11,585,483
White Squall (1996) 10,300,000
Long Kiss Goodnight, The (1996) 33,328,051
Ridicule (1996) 2,503,829
This Is Spinal Tap (1984) 188,751
When Harry Met Sally... (1989) 134,613,546
Postino, Il (1994) 20,681,301
Sirens (1994) 7,770,731
Beauty and the Beast (1991) 94,902,028
Enchanted April (1991) 13,200,170
M*A*S*H (1970) 109,920,000
Clockwork Orange, A (1971) 38,589,355
Serial Mom (1994) 7,881,335
Mad City (1997) 10,556,196
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Denise Calls Up (1995) 168,614
Addicted to Love (1997) 34,656,904
Playing God (1997) 4,052,347
Nick of Time (1995) 7,439,392
Midnight in the Garden of Good and Evil (1997) 25,078,937
First Wives Club, The (1996) 150,063,383
Empire Strikes Back, The (1980) 225,554,189
Gandhi (1982) 77,737,889
Heathers (1989) 1,108,462
Aladdin (1992) 328,782,825
Switchback (1997) 6,482,195
Man of No Importance, A (1994) 95,254
Apt Pupil (1998) 8,838,938
Indiana Jones and the Last Crusade (1989) 312,671,806
One Night Stand (1997) 2,618,335
Casablanca (1942) 5,806,467
Big Night (1996) 11,881,039
Wolf (1994) 99,012,000
As Good As It Gets (1997) 215,563,842
French Kiss (1995) 38,900,000
Four Weddings and a Funeral (1994) 75,888,832
In & Out (1997) 63,826,569
Ransom (1996) 207,758,522
Grease (1978) 96,605,260
From Dusk Till Dawn (1996) 45,553,840
Boogie Nights (1997) 26,384,919
Jeffrey (1995) 3,487,767
Get Shorty (1995) 103,619,110
Year of the Horse (1997) 189,491
Reality Bites (1994) 20,982,557
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Groundhog Day (1993) 103,406,973
Adventures of Priscilla, Queen of the Desert, The (1994) 11,059,700
Associate, The (1996) 12,772,657
Before Sunrise (1995) 1,423,537
Highlander (1986) 5,735,847
Bed of Roses (1996) 19,030,691
Benny & Joon (1993) 23,202,734
Braveheart (1995) 110,286,945
Mrs. Winterbourne (1996) 10,070,000
Six Degrees of Separation (1993) 6,410,676
Island of Dr. Moreau, The (1996) 27,663,982
Clerks (1994) 3,151,130
Young Guns (1988) 64,686,644
Harriet the Spy (1996) 26,539,321
Dances with Wolves (1990) 265,746,848
Fifth Element, The (1997) 92,897,302
Frighteners, The (1996) 16,524,115
Up Close and Personal (1996) 74,045,801
Desperate Measures (1998) 13,806,137
Adventures of Pinocchio, The (1996) 15,091,542
Heavy Metal (1981) 9,300,000
Mars Attacks! (1996) 37,754,208
Victor/Victoria (1982) 28,215,453
Oscar & Lucinda (1997) 1,508,689
Princess Bride, The (1987) 21,277,649
Alien (1979) 42,285,739
Deconstructing Harry (1997) 10,569,071
Now and Then (1995) 27,400,000
In the Mouth of Madness (1995) 8,946,600
Clueless (1995) 75,525,013
My Own Private Idaho (1991) 6,258,980
Rosencrantz and Guildenstern Are Dead (1990) 739,104
Batman (1989) 401,685,407
Average 64,167,802
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