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
Braveheart (1995) 110,286,945 Toy Story (1995) 133,344,903 Braveheart (1995) 110,286,945
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Shawshank Redemption, The (1994) 28,341,469
Forrest Gump (1994) 485,691,196 Mr. Holland's Opus (1995) 119,078,097 E.T. the Extra-Terrestrial (1982) 259,597,332
Silence of the Lambs, The (1991) 137,332,208 Titanic (1997) 600,779,824 Apollo 13 (1995) 94,378,651
Shawshank Redemption, The (1994) 28,341,469 Silence of the Lambs, The (1991) 137,332,208 Powder (1995) 30,862,146
E.T. the Extra-Terrestrial (1982) 259,597,332 Contact (1997) 149,887,543 Truth About Cats & Dogs, The (1996) 34,073,143
Toy Story (1995) 133,344,903 Braveheart (1995) 110,286,945 Strictly Ballroom (1992) 11,738,022
Mrs. Doubtfire (1993) 330,200,000 Shawshank Redemption, The (1994) 28,341,469 Forrest Gump (1994) 485,691,196
Apollo 13 (1995) 94,378,651 Independence Day (ID4) (1996) 483,359,255 Pulp Fiction (1994) 84,022,201
When Harry Met Sally... (1989) 134,613,546 Jerry Maguire (1996) 228,557,864 White Squall (1996) 10,300,000
Average 185,419,549 Average 213,137,735 Average 114,929,110

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
Corrina, Corrina (1994) 20,160,000
Man Without a Face, The (1993) 24,760,338
Major Payne (1994) 29,412,050
True Lies (1994) 226,261,000
Dangerous Minds (1995) 124,506,291
Dances with Wolves (1990) 265,746,848
Made in America (1993) 44,942,695
Some Kind of Wonderful (1987) 18,553,948
Pocahontas (1995) 209,448,000
Junior (1994) 56,276,640
Return of the Jedi (1983) 500,773,409
Tommy Boy (1995) 32,700,000
Only You (1994) 20,042,048
Jurassic Park (1993) 563,476,625
Andre (1994) 16,819,465
Real Genius (1985) 13,000,000
Secret Garden, The (1993) 30,000,000
Speechless (1994) 20,664,501
Speed (1994) 121,248,145
Operation Dumbo Drop (1995) 24,700,000
Three Wishes (1995) 7,025,496
Dave (1993) 93,370,710
Get Shorty (1995) 103,619,110
Swiss Family Robinson (1960) 20,178,000
How to Make an American Quilt (1995) 23,574,130
Fried Green Tomatoes (1991) 117,503,000
American President, The (1995) 95,000,000
Little Women (1994) 75,083,616
Maverick (1994) 151,131,272
Ghost (1990) 226,931,306
Pretty Woman (1990) 260,311,268
Snow White and the Seven Dwarfs (1937) 103,921,550
Mirror Has Two Faces, The (1996) 59,629,485
William Shakespeare's Romeo and Juliet (1996) 69,240,158
Groundhog Day (1993) 103,406,973
Angels in the Outfield (1994) 72,693,831
French Kiss (1995) 38,900,000
Tom and Huck (1995) 23,735,802
Jungle2Jungle (1997) 81,061,526
Miracle on 34th Street (1994) 17,193,886
Aristocats, The (1970) 43,914,658
Now and Then (1995) 27,400,000
Casper (1995) 149,489,194
Jumanji (1995) 152,675,249
Nell (1994) 33,592,700
Threesome (1994) 14,815,000
Homeward Bound: The Incredible Journey (1993) 60,039,088
Stand by Me (1986) 69,411,304
Son in Law (1993) 36,448,200
Princess Bride, The (1987) 21,277,649
Dead Poets Society (1989) 144,288,116
Indiana Jones and the Last Crusade (1989) 312,671,806
Super Mario Bros. (1993) 20,915,465
Sabrina (1954) 14,000,000
Sleepless in Seattle (1993) 191,463,006
Clueless (1995) 75,525,013
Lion King, The (1994) 188,740,944
Robin Hood: Prince of Thieves (1991) 173,380,000
While You Were Sleeping (1995) 119,964,016
When a Man Loves a Woman (1994) 71,968,959
Home Alone (1990) 425,860,243
Gold Diggers: The Secret of Bear Mountain (1995) 6,029,091
Beauty and the Beast (1991) 94,902,028
Grease 2 (1982) 17,545,234
Around the World in 80 Days (1956) 23,120,000
Home for the Holidays (1995) 17,518,220
Fantasia (1940) 49,310,882
Robin Hood: Men in Tights (1993) 35,699,287
Empire Strikes Back, The (1980) 225,554,189
It Could Happen to You (1994) 37,800,323
Star Wars (1977) 731,853,665
Renaissance Man (1994) 24,332,324
Santa Clause, The (1994) 139,225,854
Big Green, The (1995) 17,725,500
Beautiful Girls (1996) 20,837,000
Simple Twist of Fate, A (1994) 3,428,774
Drop Dead Fred (1991) 13,878,334
Liar Liar (1997) 277,327,280
With Honors (1994) 20,043,254
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Bedknobs and Broomsticks (1971) 838,193
Higher Learning (1995) 58,490,723
Free Willy (1993) 113,698,625
Grease (1978) 96,605,260
Fox and the Hound, The (1981) 53,368,988
Walk in the Clouds, A (1995) 73,516,507
Aladdin (1992) 328,782,825
Two if by Sea (1996) 10,700,000
Much Ado About Nothing (1993) 22,551,000
Back to the Future (1985) 303,398,294
Terminator 2: Judgment Day (1991) 207,064,802
Herbie Rides Again (1974) 55,729,000
Average 104,045,596
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