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 Empire Strikes Back, The (1980) 225,554,189
Return of the Jedi (1983) 500,773,409 Titanic (1997) 600,779,824 Contact (1997) 149,887,543
Shawshank Redemption, The (1994) 28,341,469 Return of the Jedi (1983) 500,773,409 Apollo 13 (1995) 94,378,651
Empire Strikes Back, The (1980) 225,554,189 Contact (1997) 149,887,543 Alien (1979) 42,285,739
Titanic (1997) 600,779,824 Jerry Maguire (1996) 228,557,864 One Flew Over the Cuckoo's Nest (1975) 171,940,000
Princess Bride, The (1987) 21,277,649 Air Force One (1997) 250,384,803 Trainspotting (1996) 16,501,785
Jerry Maguire (1996) 228,557,864 Mr. Holland's Opus (1995) 119,078,097 Rear Window (1954) 6,759,601
Independence Day (ID4) (1996) 483,359,255 Shawshank Redemption, The (1994) 28,341,469 Sense and Sensibility (1995) 62,493,774
Indiana Jones and the Last Crusade (1989) 312,671,806 Empire Strikes Back, The (1980) 225,554,189 Blade Runner (1982) 1,445,283
Average 315,778,110 Average 285,982,283 Average 79,585,854

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
Toy Story (1995) 133,344,903
Godfather, The (1972) 291,702,411
French Kiss (1995) 38,900,000
Things to Do in Denver when You're Dead (1995) 529,766
Grumpier Old Men (1995) 105,662,663
Fear (1996) 20,754,000
Remains of the Day, The (1993) 22,954,968
Terminator 2: Judgment Day (1991) 207,064,802
Father of the Bride Part II (1995) 112,794,000
101 Dalmatians (1996) 197,767,821
Seven (Se7en) (1995) 143,225,000
Clear and Present Danger (1994) 176,112,710
As Good As It Gets (1997) 215,563,842
Hunt for Red October, The (1990) 179,209,868
Casablanca (1942) 5,806,467
English Patient, The (1996) 111,415,132
Tommy Boy (1995) 32,700,000
Natural Born Killers (1994) 72,282,766
Apocalypse Now (1979) 42,606,290
Basic Instinct (1992) 126,227,000
Twelve Monkeys (1995) 82,512,000
Cat on a Hot Tin Roof (1958) 26,355,486
Aladdin (1992) 328,782,825
Aristocats, The (1970) 43,914,658
Copycat (1995) 32,051,917
Palmetto (1998) 5,840,581
Anastasia (1997) 83,412,682
Terminal Velocity (1994) 16,478,900
Murder at 1600 (1997) 25,826,788
Being There (1979) 30,177,511
Dead Presidents (1995) 24,200,000
Boys on the Side (1995) 23,450,000
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Little Buddha (1993) 4,858,139
Rudy (1993) 22,750,363
What's Love Got to Do with It (1993) 57,350,956
M. Butterfly (1993) 1,499,795
Forrest Gump (1994) 485,691,196
Dumb & Dumber (1994) 190,775,354
Victor/Victoria (1982) 28,215,453
First Wives Club, The (1996) 150,063,383
Highlander (1986) 5,735,847
Fish Called Wanda, A (1988) 93,259,712
Sabrina (1995) 76,780,029
2001: A Space Odyssey (1968) 25,761,621
Scream (1996) 103,001,286
Balto (1995) 11,268,750
Little Women (1994) 75,083,616
Broken Arrow (1996) 105,069,070
Love Affair (1994) 18,250,211
Crimson Tide (1995) 135,266,000
Top Gun (1986) 256,050,237
Real Genius (1985) 13,000,000
Pulp Fiction (1994) 84,022,201
Unforgettable (1996) 2,780,278
Silence of the Lambs, The (1991) 137,332,208
So I Married an Axe Murderer (1993) 11,585,483
Cool Runnings (1993) 98,839,263
Mirror Has Two Faces, The (1996) 59,629,485
Margaret's Museum (1995) 524,963
When a Man Loves a Woman (1994) 71,968,959
Mars Attacks! (1996) 37,754,208
Boomerang (1992) 104,100,000
Lost Highway (1997) 3,796,699
Forget Paris (1995) 33,194,500
Jade (1995) 9,795,017
Basketball Diaries, The (1995) 2,424,439
Apt Pupil (1998) 8,838,938
Black Beauty (1994) 4,630,377
Homeward Bound: The Incredible Journey (1993) 60,039,088
Reservoir Dogs (1992) 2,687,008
Cobb (1994) 1,007,583
Mighty Aphrodite (1995) 6,700,000
While You Were Sleeping (1995) 119,964,016
Clueless (1995) 75,525,013
Ace Ventura: Pet Detective (1994) 106,217,000
She's the One (1996) 9,449,219
Gandhi (1982) 77,737,889
Dirty Dancing (1987) 89,171,578
Mrs. Doubtfire (1993) 330,200,000
It's a Wonderful Life (1946) 3,548,018
Ghost (1990) 226,931,306
Father of the Bride (1950) 4,054,400
Sabrina (1954) 14,000,000
Old Yeller (1957) 10,050,000
Babe (1995) 66,600,000
Assassins (1995) 30,306,268
Lion King, The (1994) 188,740,944
If Lucy Fell (1996) 4,635,344
Associate, The (1996) 12,772,657
Unforgiven (1992) 119,081,912
Red Firecracker, Green Firecracker (1994) 272,232
Ransom (1996) 207,758,522
Quiz Show (1994) 24,822,619
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
Braveheart (1995) 110,286,945
Fried Green Tomatoes (1991) 117,503,000
Faithful (1996) 2,104,000
Private Benjamin (1980) 39,139,769
Truth About Cats & Dogs, The (1996) 34,073,143
True Lies (1994) 226,261,000
Secret Garden, The (1993) 30,000,000
Amistad (1997) 44,175,394
Extreme Measures (1996) 17,305,211
Cape Fear (1991) 118,590,000
Bedknobs and Broomsticks (1971) 838,193
Man Without a Face, The (1993) 24,760,338
Dead Man Walking (1995) 39,025,000
E.T. the Extra-Terrestrial (1982) 259,597,332
Four Weddings and a Funeral (1994) 75,888,832
Grease (1978) 96,605,260
When Harry Met Sally... (1989) 134,613,546
Fox and the Hound, The (1981) 53,368,988
Tales From the Crypt Presents: Demon Knight (1995) 21,088,568
Schindler's List (1993) 140,409,248
Leaving Las Vegas (1995) 31,968,347
Usual Suspects, The (1995) 1,120,000
Beauty and the Beast (1991) 94,902,028
Under Siege (1992) 120,463,139
Average 77,529,586
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