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 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Fargo (1996) 24,611,975 Schindler's List (1993) 140,409,248
Schindler's List (1993) 140,409,248 Schindler's List (1993) 140,409,248 Casablanca (1942) 5,806,467
Casablanca (1942) 5,806,467 Silence of the Lambs, The (1991) 137,332,208 Pulp Fiction (1994) 84,022,201
Silence of the Lambs, The (1991) 137,332,208 Return of the Jedi (1983) 500,773,409 Babe (1995) 66,600,000
Pulp Fiction (1994) 84,022,201 Contact (1997) 149,887,543 Empire Strikes Back, The (1980) 225,554,189
Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621 Pulp Fiction (1994) 84,022,201 Psycho (1960) 43,200,000
Citizen Kane (1941) 1,640,769 Casablanca (1942) 5,806,467 Boot, Das (1981) 11,433,134
Shawshank Redemption, The (1994) 28,341,469 Shawshank Redemption, The (1994) 28,341,469 Dr. Strangelove or: How I Learned to Stop Worrying and Love the Bomb (1963) 5,074,621
Rear Window (1954) 6,759,601 Dead Man Walking (1995) 39,025,000 Red Firecracker, Green Firecracker (1994) 272,232
Average 116,585,222 Average 184,206,318 Average 60,698,406

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
Manhattan (1979) 39,900,000
Cinema Paradiso (1988) 392,045
8 1/2 (1963) 50,690
Searching for Bobby Fischer (1993) 7,266,383
Boys of St. Vincent, The (1993) 204,540
Clockwork Orange, A (1971) 38,589,355
Fried Green Tomatoes (1991) 117,503,000
Forrest Gump (1994) 485,691,196
Bridge on the River Kwai, The (1957) 50,495,000
Godfather, The (1972) 291,702,411
Gandhi (1982) 77,737,889
Braveheart (1995) 110,286,945
My Life as a Dog (Mitt liv som hund) (1985) 8,345,266
Sophie's Choice (1982) 19,962,353
Ulee's Gold (1997) 9,054,736
Miller's Crossing (1990) 5,080,409
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Sense and Sensibility (1995) 62,493,774
Mrs. Brown (Her Majesty, Mrs. Brown) (1997) 9,217,930
M*A*S*H (1970) 109,920,000
Ben-Hur (1959) 106,992,000
Brazil (1985) 6,500,000
Everyone Says I Love You (1996) 9,714,482
Cool Hand Luke (1967) 7,300,000
Godfather: Part II, The (1974) 87,973,000
Taxi Driver (1976) 33,669,000
Jerry Maguire (1996) 228,557,864
Diva (1981) 108,372
Dave (1993) 93,370,710
Mighty Aphrodite (1995) 6,700,000
This Is Spinal Tap (1984) 188,751
Bullets Over Broadway (1994) 13,383,737
Young Frankenstein (1974) 125,123,000
Shadowlands (1993) 25,842,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Return of Martin Guerre, The (Retour de Martin Guerre, Le) (1982) 2,382,482
When Harry Met Sally... (1989) 134,613,546
My Left Foot (1989) 14,743,391
One Flew Over the Cuckoo's Nest (1975) 171,940,000
To Kill a Mockingbird (1962) 20,629,846
Brothers McMullen, The (1995) 10,246,600
Killing Fields, The (1984) 50,509,720
Apocalypse Now (1979) 42,606,290
2001: A Space Odyssey (1968) 25,761,621
Monty Python and the Holy Grail (1974) 1,821,082
Dances with Wolves (1990) 265,746,848
Amadeus (1984) 23,401,401
Raging Bull (1980) 49,034
L.A. Confidential (1997) 64,604,977
Annie Hall (1977) 57,253,791
Hoop Dreams (1994) 7,830,611
Four Weddings and a Funeral (1994) 75,888,832
Field of Dreams (1989) 94,962,625
Koyaanisqatsi (1983) 1,723,872
Full Monty, The (1997) 45,857,453
Butch Cassidy and the Sundance Kid (1969) 145,314,187
Trainspotting (1996) 16,501,785
In the Company of Men (1997) 2,856,622
Much Ado About Nothing (1993) 22,551,000
Fish Called Wanda, A (1988) 93,259,712
Apollo 13 (1995) 94,378,651
English Patient, The (1996) 111,415,132
Postino, Il (1994) 20,681,301
Emma (1996) 22,201,883
Remains of the Day, The (1993) 22,954,968
Chasing Amy (1997) 12,006,514
Victor/Victoria (1982) 28,215,453
Air Force One (1997) 250,384,803
Average 65,086,407
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