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
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Godfather, The (1972) 291,702,411 Contact (1997) 149,887,543 Contact (1997) 149,887,543
Contact (1997) 149,887,543 Godfather, The (1972) 291,702,411 L.A. Confidential (1997) 64,604,977
Titanic (1997) 600,779,824 Titanic (1997) 600,779,824 Dead Man Walking (1995) 39,025,000
Usual Suspects, The (1995) 1,120,000 Toy Story (1995) 133,344,903 Secrets & Lies (1996) 13,417,292
Schindler's List (1993) 140,409,248 L.A. Confidential (1997) 64,604,977 Monty Python and the Holy Grail (1974) 1,821,082
Shawshank Redemption, The (1994) 28,341,469 Full Monty, The (1997) 45,857,453 Casablanca (1942) 5,806,467
Empire Strikes Back, The (1980) 225,554,189 Dead Man Walking (1995) 39,025,000 Godfather, The (1972) 291,702,411
Toy Story (1995) 133,344,903 Jerry Maguire (1996) 228,557,864 Apollo 13 (1995) 94,378,651
Dead Man Walking (1995) 39,025,000 Schindler's List (1993) 140,409,248 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Average 163,477,656 Average 171,878,119 Average 68,925,539

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
Jaws 2 (1978) 60,298,023
Silence of the Lambs, The (1991) 137,332,208
Heavenly Creatures (1994) 3,049,135
Don Juan DeMarco (1995) 22,200,000
Dances with Wolves (1990) 265,746,848
Shadowlands (1993) 25,842,000
Mary Reilly (1996) 5,600,000
Much Ado About Nothing (1993) 22,551,000
Natural Born Killers (1994) 72,282,766
Red Rock West (1992) 2,502,551
French Kiss (1995) 38,900,000
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
Cop Land (1997) 64,207,716
Ghost and the Darkness, The (1996) 38,553,833
Four Weddings and a Funeral (1994) 75,888,832
Basic Instinct (1992) 126,227,000
Some Kind of Wonderful (1987) 18,553,948
River Wild, The (1994) 69,356,343
Enchanted April (1991) 13,200,170
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Widows' Peak (1994) 6,243,722
Dirty Dancing (1987) 89,171,578
Princess Bride, The (1987) 21,277,649
While You Were Sleeping (1995) 119,964,016
Reservoir Dogs (1992) 2,687,008
Romy and Michele's High School Reunion (1997) 29,205,077
English Patient, The (1996) 111,415,132
Star Trek: First Contact (1996) 207,001,027
In the Mouth of Madness (1995) 8,946,600
Cape Fear (1991) 118,590,000
Mighty Aphrodite (1995) 6,700,000
Breakdown (1997) 50,129,186
Benny & Joon (1993) 23,202,734
Lord of Illusions (1995) 13,293,081
Scream (1996) 103,001,286
Home for the Holidays (1995) 17,518,220
Tom & Viv (1994) 538,534
Carrington (1995) 3,242,342
Bram Stoker's Dracula (1992) 129,722,790
Sense and Sensibility (1995) 62,493,774
Courage Under Fire (1996) 87,335,823
Wolf (1994) 99,012,000
Love Jones (1997) 12,514,138
In the Line of Fire (1993) 151,314,283
Ghost (1990) 226,931,306
Virtuosity (1995) 24,048,000
Hideaway (1995) 12,201,255
Aliens (1986) 121,385,096
Jane Eyre (1996) 5,173,860
Return of the Jedi (1983) 500,773,409
Pillow Book, The (1995) 2,293,037
Alien (1979) 42,285,739
Secret Garden, The (1993) 30,000,000
Star Wars (1977) 731,853,665
Brothers McMullen, The (1995) 10,246,600
Broken Arrow (1996) 105,069,070
Three Colors: Blue (1993) 1,324,974
Othello (1995) 2,112,951
Nine Months (1995) 102,455,000
Shine (1996) 53,830,909
So I Married an Axe Murderer (1993) 11,585,483
Copycat (1995) 32,051,917
Once Upon a Time... When We Were Colored (1995) 3,375,000
Immortal Beloved (1994) 9,914,409
Men in Black (1997) 367,992,228
Twelve Monkeys (1995) 82,512,000
Carrie (1976) 49,007,514
It Could Happen to You (1994) 37,800,323
Kalifornia (1993) 2,395,231
Believers, The (1987) 18,753,438
Interview with the Vampire (1994) 145,789,330
Stealing Beauty (1996) 4,573,330
Romeo Is Bleeding (1993) 3,275,585
Pretty Woman (1990) 260,311,268
Independence Day (ID4) (1996) 483,359,255
Persuasion (1995) 5,462,325
Die Hard 2 (1990) 120,083,665
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Addicted to Love (1997) 34,656,904
Alien 3 (1992) 87,235,600
Shallow Grave (1994) 2,881,508
Reality Bites (1994) 20,982,557
Everyone Says I Love You (1996) 9,714,482
Shall We Dance? (1996) 9,676,677
One Fine Day (1996) 68,829,020
Frighteners, The (1996) 16,524,115
Killing Zoe (1994) 418,953
Welcome to the Dollhouse (1995) 4,429,002
Sleepless in Seattle (1993) 191,463,006
Trainspotting (1996) 16,501,785
Remains of the Day, The (1993) 22,954,968
Chasing Amy (1997) 12,006,514
Rear Window (1954) 6,759,601
Nightmare on Elm Street, A (1984) 65,398,755
Psycho (1960) 43,200,000
Jaws (1975) 199,275,376
Clear and Present Danger (1994) 176,112,710
Kolya (1996) 5,730,711
Waiting for Guffman (1996) 2,892,582
Candyman (1992) 25,792,310
Death and the Maiden (1994) 2,104,000
Pulp Fiction (1994) 84,022,201
Emma (1996) 22,201,883
Hunt for Red October, The (1990) 179,209,868
Average 72,668,858
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