Klasifikasi Laptop Dengan Spesifikasi Yang Hampir sama menggunakan Algoritma K-Means

Data

Pre Processing

Nominal2Numerical Model
Nominal2Numerical Model
Coding Type: dummy coding
Model covering 8 attributes:
brand
model
hd_type
processor_brand
processor_model
graphic_card_brand
os
comments

ValueReplenishment
ValueReplenishment
Model covering 162 attributes:
brand = Inspiron 15-3567
brand = MacBook Air
brand = MacBook Pro
brand = MacBook Pro (TouchBar)
brand = MacBook
brand = Vostro 3468
brand = Inspiron 15.6 3552
brand = Inspiron 14 3442
brand = Inspiron 15 3567
brand = Vostro 3568
brand = Inspiron 15 3565
brand = Predator Helios 300
brand = Latitude 3480
brand = Nitro 5
brand = Inspiron 5559
brand = Aspire E5- 575G- 51VA
brand = Aspire F 15
brand = Inspiron 11 3148
brand = E5-574G
brand = Inspiron 15 5555
brand = Aspire NX.M8NSI.007
brand = Inspiron-15 5548
brand = Spin 7 SP714-51
brand = SF314-51
brand = Swift 7 SF713-51
brand = Aspire F5 572G
brand = ASPIRE V NITRO
brand = Predator 17
brand = Aspire-V VN7-591G
brand = Swift 3
brand = Omen W 250TX
brand = Omen AX248TX
brand = Omen 15-ce074tx
brand = 13-D116TU
brand = 13-D115TU
brand = 13-d015TU
brand = Nitro 5 Spin NP-515-51
brand = 13-ac058TU
brand = Aspire E 15
brand = Pavilion 15-cc102TX
brand = 13-ac059TU
brand = 300–15IBR
brand = Aspire 5 -A515-51G
brand = 13-v122TU
brand = Inspiron 7560
brand = Aspire R 14 R3-431T-P3RD
brand = 15q-bu004tu
brand = Pavilion 15-au620TX
brand = G50-80
brand = Aspire E5-573G
brand = IP310
brand = Premium
brand = Inspiron 15 Gaming 5577
brand = 310 80TV00XXIH
brand = Inspiron 15 7000 7567
brand = 14q-bu008tu (2UL54PA)
brand = Switch 10E SW3-016
brand = 15-BR011TX
brand = Inspiron 15 Gaming 7567
brand = 300-15ISK 80Q700DWIN
brand = Inspiron 5567
brand = 15q-BU008TX
brand = Pavilion 14-AL176TX
brand = Inspiron 15 5000 5567
brand = Pavilion x360 14-ba075TX
brand = G50-80 80E503CMIH
brand = Aspire ES1-523
brand = 15-bs541TU
brand = 59422410
brand = Inspiron 5378
brand = 100 80QQ01BBIH
brand = 15q-Bu014TU
brand = L8E74UT#ABA
brand = Inspiron 17 7567
brand = A315-31CDC UN.GNTSI.001
brand = G50-80 80E5021EIN
brand = Pavilion x360 11-AD022TU
brand = 15-au623Tx
brand = 15-BS544TU
brand = 320E 80XL0378IN
brand = 15 Notebook
brand = Inspiron 7378
brand = 15-ay511tx
brand = Aspire3 A315-51-356P
brand = Inspiron 15 5578
brand = HP AR004TU
brand = AW13R3-7000SLV-PUS
brand = Pavilion 14-bf125tx
brand = ay516tx
brand = A315-31-P4CRUN.GNTSI.002
brand = 320E-15IKB 80XL03FYIN
brand = Inspiron 15 7560
brand = 15q-BU011TX
brand = 300 300-15ISK 80Q700UGIN
brand = XPS 12 Ultrabook
brand = 15-BS580TX
brand = 510 80VB00ACIH
brand = Aspire ES-15 NX.GKYSI.010
brand = 500 80NS0072IN
brand = 450-Ci3
brand = 320S-14IKB
brand = Aspire R3-131T
brand = 15-be001TX
brand = 15-ac123tx
brand = Aspire Es1-572-38Cy
brand = OEM
brand = A315-21G NX.GNPSI.002
brand = 13 Y560901IN9
brand = 245 G4,P1b38PA
brand = N5Y13UA#ABA
brand = Inspiron 15 3551
brand = ANW17-2143SLV
brand = 15-ac118tu
brand = E5-575 NX.GE6SI.016
brand = 15-AY542TU
brand = 245 G5
brand = Aspire R3-131T 2017
brand = Inspiron 5558
brand = 15- BS547TU
brand = 17R3 1471045648
brand = 11-ad022TU
brand = 15-BE002TU
brand = ASPIRE ES1-572-33M8
brand = 15-ay008TX
brand = Pavilion 15-AU624TX
brand = Inspiron i3168
brand = 15-bg007AU
brand = 13-s101TU
brand = ASPIRE E5-575
brand = M2C39UA#ABA
brand = 1EK01PA
brand = Pavilion 15-AU006TX
brand = Aspire ES 15
brand = Surface Pro 4 CR5-00028
brand = E4X93PA
brand = 15-AY079TX
brand = Surface Pro 4 CR3-00022
brand = Aspire SW3-016
brand = Surface Pro 4 CQ9-00016
brand = ProBook 450 G4 Notebook
brand = Surface Laptop DAG-00001
brand = Pavilion15t
brand = Surface Book CR9-00001
brand = Surface Book CR9-00013
brand = IdeaPad 520-15IKB
brand = IdeaPad 520-15IKB 80YL00RXIN
brand = X540YA-XO290D
brand = P2420SA
brand = X540LA-XX596D
brand = X541UA-GO1345D
brand = A555LF
brand = X555LA-XX172D
brand = X554LD
brand = X550LAV-XX771D
brand = X540LA-XX538T
ram
hd_size
screen_size
price
clock_speed
graphic_card_size
weight

Algoritma

K-Means

Hasil

cluster_016
cluster_120
cluster_220
cluster_313
cluster_423
cluster_515
cluster_69
cluster_738
cluster_88
cluster_96