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
Star Wars (1977) 731,853,665 Star Wars (1977) 731,853,665 Silence of the Lambs, The (1991) 137,332,208
Silence of the Lambs, The (1991) 137,332,208 Return of the Jedi (1983) 500,773,409 Empire Strikes Back, The (1980) 225,554,189
Return of the Jedi (1983) 500,773,409 English Patient, The (1996) 111,415,132 Pulp Fiction (1994) 84,022,201
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Princess Bride, The (1987) 21,277,649
Casablanca (1942) 5,806,467 Titanic (1997) 600,779,824 Dances with Wolves (1990) 265,746,848
Pulp Fiction (1994) 84,022,201 Toy Story (1995) 133,344,903 Dead Man Walking (1995) 39,025,000
Princess Bride, The (1987) 21,277,649 Silence of the Lambs, The (1991) 137,332,208 Boot, Das (1981) 11,433,134
Toy Story (1995) 133,344,903 Pulp Fiction (1994) 84,022,201 Apollo 13 (1995) 94,378,651
Braveheart (1995) 110,286,945 Empire Strikes Back, The (1980) 225,554,189 To Kill a Mockingbird (1962) 20,629,846
Titanic (1997) 600,779,824 L.A. Confidential (1997) 64,604,977 Monty Python and the Holy Grail (1974) 1,821,082
Average 255,103,146 Average 273,956,805 Average 90,122,080

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
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Men in Black (1997) 367,992,228
First Wives Club, The (1996) 150,063,383
Shawshank Redemption, The (1994) 28,341,469
Quiet Man, The (1952) 3,800,000
People vs. Larry Flynt, The (1996) 20,191,312
Back to the Future (1985) 303,398,294
Gigi (1958) 13,208,725
One Flew Over the Cuckoo's Nest (1975) 171,940,000
Apt Pupil (1998) 8,838,938
Candidate, The (1972) 82,274
Sneakers (1992) 75,733,000
Preacher's Wife, The (1996) 69,743,611
Amistad (1997) 44,175,394
GoodFellas (1990) 67,336,394
While You Were Sleeping (1995) 119,964,016
My Left Foot (1989) 14,743,391
Stand by Me (1986) 69,411,304
Godfather, The (1972) 291,702,411
Sleepless in Seattle (1993) 191,463,006
Usual Suspects, The (1995) 1,120,000
Mary Poppins (1964) 133,300,000
Big Night (1996) 11,881,039
Weekend at Bernie's (1989) 30,218,387
On Golden Pond (1981) 80,430,967
My Fair Lady (1964) 42,805,000
Jerry Maguire (1996) 228,557,864
Butch Cassidy and the Sundance Kid (1969) 145,314,187
My Favorite Year (1982) 20,123,620
Mr. Holland's Opus (1995) 119,078,097
Homeward Bound: The Incredible Journey (1993) 60,039,088
M*A*S*H (1970) 109,920,000
G.I. Jane (1997) 70,277,032
Midnight in the Garden of Good and Evil (1997) 25,078,937
Manchurian Candidate, The (1962) 4,180,630
Secrets & Lies (1996) 13,417,292
Platoon (1986) 207,900,328
D3: The Mighty Ducks (1996) 22,936,273
Sex, Lies, and Videotape (1989) 24,741,700
Basketball Diaries, The (1995) 2,424,439
Bedknobs and Broomsticks (1971) 838,193
Forrest Gump (1994) 485,691,196
Rumble in the Bronx (1995) 32,333,860
Meet Me in St. Louis (1944) 12,698,200
Home Alone (1990) 425,860,243
Miracle on 34th Street (1994) 17,193,886
Sleepers (1996) 76,705,552
Clear and Present Danger (1994) 176,112,710
North by Northwest (1959) 19,977,527
Private Parts (1997) 59,339,346
Quiz Show (1994) 24,822,619
Brothers McMullen, The (1995) 10,246,600
Four Weddings and a Funeral (1994) 75,888,832
Amadeus (1984) 23,401,401
My Best Friend's Wedding (1997) 185,360,508
Gandhi (1982) 77,737,889
In & Out (1997) 63,826,569
Full Monty, The (1997) 45,857,453
Pretty Woman (1990) 260,311,268
Schindler's List (1993) 140,409,248
True Lies (1994) 226,261,000
Clockwork Orange, A (1971) 38,589,355
Nine Months (1995) 102,455,000
Indiana Jones and the Last Crusade (1989) 312,671,806
Michael (1996) 144,887,370
She's the One (1996) 9,449,219
Dave (1993) 93,370,710
Money Train (1995) 35,324,232
Postino, Il (1994) 20,681,301
Tin Men (1987) 25,411,386
Fargo (1996) 24,611,975
Babe (1995) 66,600,000
Gone with the Wind (1939) 200,155,278
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Hunt for Red October, The (1990) 179,209,868
When Harry Met Sally... (1989) 134,613,546
Shine (1996) 53,830,909
Some Like It Hot (1959) 33,300,000
American President, The (1995) 95,000,000
Sense and Sensibility (1995) 62,493,774
Rising Sun (1993) 96,489,271
Love! Valour! Compassion! (1997) 2,874,242
Citizen Kane (1941) 1,640,769
Philadelphia (1993) 114,946,440
Godfather: Part II, The (1974) 87,973,000
Liar Liar (1997) 277,327,280
Young Frankenstein (1974) 125,123,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Private Benjamin (1980) 39,139,769
With Honors (1994) 20,043,254
Grease (1978) 96,605,260
Victor/Victoria (1982) 28,215,453
Mrs. Doubtfire (1993) 330,200,000
Boogie Nights (1997) 26,384,919
Average 95,611,852
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