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
Silence of the Lambs, The (1991) 137,332,208 Contact (1997) 149,887,543 Silence of the Lambs, The (1991) 137,332,208
Schindler's List (1993) 140,409,248 Fargo (1996) 24,611,975 Fargo (1996) 24,611,975
Fargo (1996) 24,611,975 Godfather, The (1972) 291,702,411 Star Trek: First Contact (1996) 207,001,027
Star Trek: First Contact (1996) 207,001,027 Scream (1996) 103,001,286 Miracle on 34th Street (1994) 17,193,886
Mission: Impossible (1996) 274,049,639 Air Force One (1997) 250,384,803 Sabrina (1995) 76,780,029
Twister (1996) 375,152,715 Silence of the Lambs, The (1991) 137,332,208 Alien (1979) 42,285,739
Godfather, The (1972) 291,702,411 Star Trek: First Contact (1996) 207,001,027 To Kill a Mockingbird (1962) 20,629,846
E.T. the Extra-Terrestrial (1982) 259,597,332 Schindler's List (1993) 140,409,248 Willy Wonka and the Chocolate Factory (1971) 4,000,000
Hunt for Red October, The (1990) 179,209,868 Mission: Impossible (1996) 274,049,639 Schindler's List (1993) 140,409,248
Contact (1997) 149,887,543 Twelve Monkeys (1995) 82,512,000 Twister (1996) 375,152,715
Average 203,895,396 Average 166,089,214 Average 104,539,667

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
Hamlet (1996) 4,414,535
Farewell My Concubine (1993) 5,216,888
First Knight (1995) 37,600,435
Junior (1994) 56,276,640
Tom and Huck (1995) 23,735,802
Sgt. Bilko (1996) 30,356,793
Next Karate Kid, The (1994) 8,751,228
Casper (1995) 149,489,194
Indiana Jones and the Last Crusade (1989) 312,671,806
Dances with Wolves (1990) 265,746,848
Gone with the Wind (1939) 200,155,278
Star Wars (1977) 731,853,665
Species (1995) 87,679,449
What's Eating Gilbert Grape (1993) 9,170,214
George of the Jungle (1997) 149,879,375
Joe's Apartment (1996) 4,611,624
Angels in the Outfield (1994) 72,693,831
Braveheart (1995) 110,286,945
Liar Liar (1997) 277,327,280
Hot Shots! Part Deux (1993) 58,033,237
Bedknobs and Broomsticks (1971) 838,193
Grumpier Old Men (1995) 105,662,663
Like Water For Chocolate (Como agua para chocolate) (1992) 21,665,500
Gandhi (1982) 77,737,889
Sleepless in Seattle (1993) 191,463,006
Ace Ventura: When Nature Calls (1995) 157,950,348
Ghost and the Darkness, The (1996) 38,553,833
Congo (1995) 113,871,668
Tommy Boy (1995) 32,700,000
Little Women (1994) 75,083,616
Mr. Holland's Opus (1995) 119,078,097
Austin Powers: International Man of Mystery (1997) 78,171,630
Lion King, The (1994) 188,740,944
Dazed and Confused (1993) 7,993,039
Mortal Kombat (1995) 107,045,672
Fifth Element, The (1997) 92,897,302
Batman Forever (1995) 289,097,904
Eraser (1996) 147,260,786
Last Action Hero (1993) 76,746,994
Interview with the Vampire (1994) 145,789,330
Princess Caraboo (1994) 3,021,629
Goofy Movie, A (1995) 35,348,597
Toy Story (1995) 133,344,903
Pulp Fiction (1994) 84,022,201
Son in Law (1993) 36,448,200
Under Siege (1992) 120,463,139
Village of the Damned (1995) 9,417,567
Fatal Instinct (1993) 7,852,653
Babe (1995) 66,600,000
Jurassic Park (1993) 563,476,625
Road to Wellville, The (1994) 6,507,514
Drop Dead Fred (1991) 13,878,334
Batman (1989) 401,685,407
My Fair Lady (1964) 42,805,000
One Fine Day (1996) 68,829,020
Man Without a Face, The (1993) 24,760,338
Robin Hood: Men in Tights (1993) 35,699,287
Phenomenon (1996) 155,732,573
Corrina, Corrina (1994) 20,160,000
That Thing You Do! (1996) 25,809,813
Romy and Michele's High School Reunion (1997) 29,205,077
Clueless (1995) 75,525,013
Grease (1978) 96,605,260
Pocahontas (1995) 209,448,000
D3: The Mighty Ducks (1996) 22,936,273
Jingle All the Way (1996) 90,256,841
So I Married an Axe Murderer (1993) 11,585,483
Titanic (1997) 600,779,824
Cinderella (1950) 75,188,149
Batman & Robin (1997) 165,777,671
Boys on the Side (1995) 23,450,000
Much Ado About Nothing (1993) 22,551,000
Monty Python and the Holy Grail (1974) 1,821,082
Coneheads (1993) 21,274,717
Back to the Future (1985) 303,398,294
I.Q. (1994) 26,372,663
Jack (1996) 84,189,393
Powder (1995) 30,862,146
Dangerous Minds (1995) 124,506,291
101 Dalmatians (1996) 197,767,821
While You Were Sleeping (1995) 119,964,016
Tombstone (1993) 82,627,065
Terminator 2: Judgment Day (1991) 207,064,802
Jean de Florette (1986) 4,940,939
Waterworld (1995) 130,604,220
Mighty Aphrodite (1995) 6,700,000
Beverly Hillbillies, The (1993) 63,442,335
What's Love Got to Do with It (1993) 57,350,956
Ghosts of Mississippi (1996) 13,052,741
Ace Ventura: Pet Detective (1994) 106,217,000
Renaissance Man (1994) 24,332,324
20,000 Leagues Under the Sea (1954) 11,000,000
Kid in King Arthur's Court, A (1995) 13,323,625
Dave (1993) 93,370,710
Pretty Woman (1990) 260,311,268
Addams Family Values (1993) 72,214,043
Aristocats, The (1970) 43,914,658
Glory (1989) 100,326
GoldenEye (1995) 146,028,496
Milk Money (1994) 18,137,661
Jerry Maguire (1996) 228,557,864
Ransom (1996) 207,758,522
Dumb & Dumber (1994) 190,775,354
Dragonheart (1996) 51,317,350
Island of Dr. Moreau, The (1996) 27,663,982
Swiss Family Robinson (1960) 20,178,000
Brady Bunch Movie, The (1995) 68,467,136
Apollo 13 (1995) 94,378,651
Hercules (1997) 142,729,205
Legends of the Fall (1994) 98,628,842
Princess Bride, The (1987) 21,277,649
Cutthroat Island (1995) 10,017,322
Beauty and the Beast (1991) 94,902,028
Oliver & Company (1988) 106,650,355
Outbreak (1995) 99,323,573
Nutty Professor, The (1996) 185,482,745
Old Yeller (1957) 10,050,000
First Kid (1996) 26,459,681
Spy Hard (1996) 26,906,039
Richie Rich (1994) 56,587,756
It's a Wonderful Life (1946) 3,548,018
Muppet Treasure Island (1996) 33,609,000
Something to Talk About (1995) 75,307,660
Secret Garden, The (1993) 30,000,000
Bio-Dome (1996) 13,427,615
Exit to Eden (1994) 6,841,570
Mary Poppins (1964) 133,300,000
Nightmare Before Christmas, The (1993) 22,782,289
In the Army Now (1994) 28,864,707
Long Kiss Goodnight, The (1996) 33,328,051
Naked Gun 33 1/3: The Final Insult (1994) 72,609,400
Speechless (1994) 20,664,501
True Lies (1994) 226,261,000
Pete's Dragon (1977) 22,500,000
Independence Day (ID4) (1996) 483,359,255
Down Periscope (1996) 25,785,603
Mirror Has Two Faces, The (1996) 59,629,485
Mrs. Doubtfire (1993) 330,200,000
Amadeus (1984) 23,401,401
Andre (1994) 16,819,465
Young Frankenstein (1974) 125,123,000
To Wong Foo, Thanks for Everything! Julie Newmar (1995) 36,475,691
Empire Strikes Back, The (1980) 225,554,189
Little Big League (1994) 12,211,068
It Could Happen to You (1994) 37,800,323
Shawshank Redemption, The (1994) 28,341,469
Forrest Gump (1994) 485,691,196
Carrie (1976) 49,007,514
In Love and War (1996) 14,466,354
Aladdin (1992) 328,782,825
Lost World: Jurassic Park, The (1997) 359,161,284
Speed (1994) 121,248,145
Ghost (1990) 226,931,306
Men in Black (1997) 367,992,228
Simple Twist of Fate, A (1994) 3,428,774
Return of the Jedi (1983) 500,773,409
Matilda (1996) 33,084,249
Walk in the Clouds, A (1995) 73,516,507
Father of the Bride Part II (1995) 112,794,000
Maverick (1994) 151,131,272
Average 105,826,414
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