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Comparison of Predictive Performances of Mars and Cart Algorithms Through R Software
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I
TABLE OF CONTENTS
TABLE OF CONTENTS I
CONFERENCE COMMITTEES XII
ORAL PRESENTATIONS XV
ARTIFICIAL NEURAL NETWORK MODELS FOR REDUCING SPOILED PRODUCT
RETURN RATE IN FMCG 1
USING OF THE SOME BOUNDED INFLUENCE ESTIMATORS IN A SURVEY STUDY 2 DETERMINATION OF THE LAPLACE TRANSFORM FOR THE FIRST FALLING
MOMENT TO ZERO LEVEL OF A SEMI-MARKOV RANDOM PROCESS 3
COMPARISON OF FUZZY BAYESIAN HYPOTHESES TESTS 5
HERMITE-HADAMARD TYPE INEQUALITIES FOR QUASI-CONVEX FUNCTIONS
VIA KATUGAMPOLA FRACTIONAL INTEGRALS 7
ESTIMATION EFFECT UNDER NON NORMALITY ON T2 CONTROL CHART FOR
MONITORING LINEAR PROFILES 8
THE COMPARISON OF THE ESTIMATORS OF SKEWNESS AND KURTOSIS VIA
SIMULATION 10
THE ESTIMATION OF THE PARAMETERS OF WEIBULL DISTRIBUTION WITH
CENSORED DATA 11
ASSOCIATION AND MARKET BASKET ANALYSIS IN DATA MINING AND
IMPLEMENTATION 12
HERMITE-HADAMARD TYPE INEQUALITIES FOR HARMONICALLY CONVEX
FUNCTIONS VIA KATUGAMPOLA FRACTIONAL INTEGRALS 13
AN EFFICIENT RESOURCE PLANNING SOFTWARE PROPOSAL FOR SMALL
MEDIUM ENTERPRISES (SMES): A CASE STUDY IN A FACTORY 14
HERMITE-HADAMARD INEQUALITY FOR 𝑴𝝋𝑨 STRONGLY CONVEX FUNCTIONS 16
THE PROBLEM OF OUTLIERS IN COX REGRESSION MODELS 17
THE SOLUTION PROPOSAL FOR MISSING VALUE IN COX REGRESSION MODEL 18 CONJOINT ANALYSIS AND IMPLEMENTATION IN DETERMINING MOBILE
PHONE CONSUMER PREFERENCES 19
PRICING AND ORDERING DECISIONS OF RISK-AVERSE NEWSVENDORS:
EXPECTILE-BASED VALUE AT RISK (E-VAR) APPROACH 20
DENTAL STUDENTS PROBLEM SOLVING SKILLS AND ATTITUDES TOWARDS
II
METRICS AND OPERATORS ON (1,1) TENSOR BUNDLE 25
SOME NOTES ON LIFTS OF THE MODIFIED RIEMANNIAN EXTENSIONg,c ON
COTANGENT BUNDLE 26
SOME NOTES ON METALIC RIEMANNIAN STRUCTURES 27
SOME PROBLEMS OF PERFORMANCE EVALUATION METHODS 28
SOME EXPRESSIONS FOR THE GROUP INVERSE OF THE BLOCK MATRICES WITH
AN INVERTIBLE SUBBLOCK 29
ON A CLASS OF DOUBLE SEQUENCES RELATED TO LP-SPACE BY ORLICZ
FUNCTIONS 30
RAYLEIGH WAVE FIELD ARISING FROM A DISTRIBUTED MOVING LOAD ON A
COATED ELASTIC HALF SPACE 31
MIXED DOUBLE-RANKED SET SAMPLING: A MORE EFFICIENT AND PRACTICAL
APPROACH 32
ON HERMİTE-HADAMARD TYPE INEQUALITIES VIA KATUGAMPOLA
FRACTIONAL INTEGRALS 33
HIERARCHICAL MATHEMATICAL MODELING APPROACH FOR TIMETABLING
PROBLEM 34
A NEW PERFORMANCE CRITERION FOR HYPOTHESIS TESTING 35
PERMUTATION TESTS FOR TWO-SAMPLE LOCATION PROBLEM UNDER
EXTREME RANKED SET SAMPLING 36
FINDING COMBINATIONS OF FOUR OPERATIONS WITH TYPE-2 SEARCH
METHOD 37
OPERATOR P-PREINVEX CLASS FOR CONTINUOUS FUNCTIONS OF
SELFADJOINT OPERATORS 39
OPERATOR Q-PREINVEX CLASS FOR CONTINUOUS FUNCTIONS OF
SELFADJOINT OPERATORS 40
COMPARISON OF VARIOUS BIOLOGICAL NETWORK CONSTRUCTIONS 41
INVESTIGATION OF LOCAL ASSOCIATIONS IN ANIMAL RESEARCH MULTIWAY
CROSS TABULATED COUNT DATA 42
GENERAL CLASS OF ASYMMETRIC BIMODAL DISTRIBUTIONS 43
CONFIDENCE INTERVAL OF SYSTEMATIC SAMPLINGS ON REAL LINE AND
CIRCULAR 44
CONTROL OF UNMANNED GROUND VEHICLES ON TIME SCALES 45
III
ON ALMOST Α-COSYMPLECTIC MANIFOLDS WITH M-PROJECTIVE CURVATURE
TENSOR 48
CLASSIFICATION OF EEG SIGNALS FOR DETECTION OF EPILEPTIC SEIZURES
USING MULTIVARIATE LOGISTIC REGRESSION BASED ON WAVELET
TRANSFORMS AND PCA 49
ON THE DIAGONAL LIFTS OF AFFINOR FIELDS ALONG A CROSS-SECTION ON
( ).
p q
T M 50
INVESTIGATION ON THE FACTORS AFFECTING AIR POLLUTION BY CLUSTERED
PANEL DATA ANALYSIS 51
SOME COMPACTNESS THEOREMS ON COMPLETE RIEMANNIAN MANIFOLDS 52
ON OPERATOR H-PREINVEX FUNCTIONS 53
ON OPERATOR M-PREINVEX FUNCTIONS 54
MEANS UNDER RANKED SET SAMPLING 55
A DISCUSSION ON LOSS FUNCTIONS: TO ACHIEVE THE CORRECT LOSS, WHAT
SHOULD BE CONSIDERED? 56
TESTING INDEPENDENCE FOR ARCHIMEDEAN COPULAS BY BERNSTEIN
POLYNOMIAL APPROXIMATION 57
THE TIME LIKE MANNHEIM B-PAIR CURVES ACCORDING TO BISHOP TYPE-2
IN MINKOWSKI 3-SPACE 59
OBTAINING FOR THE LIPSCHITZIAN FUNCTIONS OF FRACTIONAL INTEGRAL
INEQUALITIES OBTAINED FOR HARMONICALLY CONVEX FUNCTIONS 60
APPLICATION OF MULTIVARIATE STATISTICAL METHODS ON KANSEI
ENGINEERING FOR WEBSITES 62
MODEL SELECTION IN HYBRID REGRESSION MODEL USING GENETIC
ALGORITHM AND INFORMATION COMPLEXITY AS A FITNESS FUNCTION 64
GENE CO-EXPRESSION NETWORK ANALYSIS WITH PARTIAL LEAST SQUARE
REGRESSION 65
BAYESIAN META-ANALYSIS OF PREVALENCE: HEPATITIS B PREVALENCE IN
TURKEY 67
ASYMMETRIC RELATIONSHIP BETWEEN EXCHANGE RATE VOLATILITY AND
STOCK MARKET INDEX VOLATILITY 68
ON SOME APPLICATIONS OF GRAPH COLORING PROBLEMS 70
ON INEQUALITES FOR STRONGLY 𝐌𝝋A-S- CONVEX FUNCTIONS 71
ON SOME APPLICATIONS OF GRAPH COLORING PROBLEMS 73
IV
POWER ANALYSIS IN COMMUNITY TRIALS AND AN APPLICATION 76
DYNAMICS ABOUT THE IMPULSIVE PREDATOR –PREY SYSTEMS ON TIME
SCALE ANALYSIS 77
A FIXED POINT THEOREM IN MODULAR A-METRIC SPACES 78
MODULES THAT HAVE A WEAK 𝜹-SUPPLEMENT IN EVERY COFINITE
EXTENSION 79
DETERMINATION OF THE FACTORS AFFECTING SUCCESS IN LESSON OF
EXPERIMENTAL DESIGN AND ANALYSIS 80
DETERMINATION OF EFFECTIVE PLACENTAL TRAITS ON BIRTH WEIGHT IN
AKKARAMAN SHEEP BREED WITH PATH ANALYSIS 81
PRIMARY PRINCIPLES IN DEVELOPING SCALE WITH RASCH ANALYSIS:
PORTFOLIO ANXIETY ASSESSMENT 82
ESTIMATION OF PARAMETERS BASED ON RECORD VALUES FOR THE
TRANSMUTED WEIBULL DISTRIBUTION 83
SKEW CYCLIC CODES OVER THE RING 𝒁𝟒 + 𝒖𝒁𝟒 84
CUBIC RANK TRANSMUTED KUMARASWAMY DISTRIBUTION 85
CYCLIC DNA CODES OVER RINGS 86
ANALYZING THE HEALTH SATISFACTION OF TURKISH METROPOLITANS WITH
DATA ENVELOPMENT ANALYSIS 87
THE WEIGHTING ADJUSTMENT TECHNIQUES FOR INTERNET SURVEYS: AN
APPLICATION 88
SURFACE FAMILY WITH A COMMON NATURAL LINE OF CURVATURE LIFT 90
WHICH METHOD TO USE ON POOLING ALPHA COEFFICIENTS FOR RELIABILITY
GENERALIZATION: A SIMULATION STUDY 91
USE OF ANOVA TEST IN ANALYSIS OF FUNCTIONAL DATA: AN APPLICATION 92 COMPARING THE EFFICIENCY OF THE ESTIMATORS FOR THE POPULATION
PROPORTION UNDER DIFFERENT DESIGNS OF RANKED SET SAMPLING 93
NON-NEWTONIAN IMPROPER INTEGRALS 95
ON THE FUNCTION SEQUENCES AND SERIES IN THE NON-NEWTONIAN
CALCULUS 97
ANALYTIC HIERARCHY PROCESS USING TRAPEZOIDAL FUZZY NUMBER BASED
WEIGHTS FOR PORTFOLIO SELECTION 99
THE LONG-RUN RELATIONSHIP BETWEEN HEDONIC HOUSE PRICES AND
CONSUMER PRICES: ARDL BOUNDS TESTING APPROACH 101
V
STATISTICAL ESTIMATION FOR THE PARAMETERS OF GENERALIZED INVERTED EXPONENTIAL DISTRIBUTION BASED ON PROGRESSIVELY TYPE-I
INTERVAL CENSORED SAMPLE WITH PART TIME OPERATOR 103
PERFORMANCE, PROPERTIES AND POTENTIAL OF ATA AS A NEW
FORECASTING TECHNIQUE 106
OPTIMUM AGRICULTURAL PRODUCTION PLANNING: A CASE STUDY OF AYDIN 107 RANKING OF EFFICIENT DECISION MAKING UNITS USING TOPSIS VIA
OBJECTIVE WEIGHTS 109
MARS TOUCH UPON MULTIPLE REGRESSION MODEL 110
DOES DISTANCE LEARNING MEET THE LIFE GOALS AND EXPECTATIONS? 111
GRAPHICAL VIEW OF RESULTS OF DATA ENVELOPMENT ANALYSIS 113
SPATIAL INTERACTION ANALYSIS RELATED TO INSTITUTIONAL READING
WRITING RATE PERFORMANCE 114
INVESTIGATION OF FACTORS AFFECTING HEALTH SYSTEM EFFECTIVENESS IN
OECD COUNTRIES BY PATH ANALYSIS 115
BAYES ESTIMATORS OF TOPP LEONE PARAMETER UNDER DIFFERENT LOSS
FUNCTIONS 117
FUZZY(𝒎, 𝒏)- 𝚪-IDEALS IN LA-𝚪-SEMIGROUPS 118
SHIFT DETECTION IN MULTIVARIATE PROCESS CONTROL USING BLIND
SIGNAL SEPARATION 119
LASSO FEATURE SELECTION IN MULTIVARIATE BERNOULLI LOGISTIC
MODELS 120
EMPIRICAL DISTRIBUTION FUNCTIONS UNDER DIFFERENT SAMPLING DESIGNS
IN PARTIALLY RANK-ORDERED SETS 121
NURSE SCHEDULING PROBLEM AND AN APPLICATION IN A PRIVATE HOSPITAL 122 A NEW VARIABLE SELECTION METHOD FOR DATA ENVELOPMENT ANALYSIS
THROUGH BOOTSTRAP APPROACH 124
COMPARISON OF PERFORMANCE MEASURES OF LIMITED AND UNLIMITED
AND PRIORITY QUEUES DISCIPLINES 125
PORTFOLIO OPTIMIZATION BASED ON ARTIFICIAL BEE COLONY ALGORITHM 126 ECONOMETRIC MODELING THE STATE AIRPORTS AUTHORITY OF TURKEY
VI
CLASSIFICATION OF THE FINANCIAL DATA USING MACHINE LEARNING METHODS AND ARTIFICIAL NEURAL NETWORK: BIST-50 INDEX APPLICATION
130 USING GROUP BASED TRAJECTORY MODEL AND LATENT CLASS ANALYSIS TOGETHER FOR MODELING THE COMORBIDITY EFFECT ON MIGRAINE
PROGNOSIS 132
THE EVALUATION OF PERFORMANCE OF COX-SNELL, DEVIANCE AND
MARTINGALE RESIDUALS IN SURVIVAL-MARS MODEL 134
THE ANXIETY LEVELS OF ANESTHETIZED AND UNANESTHETIZED PATIENTS
BEFORE GASTROSCOPY 136
COMPARISON OF FUNDAMENTAL MACHINE LEARNING ALGORITHMS ON
EVALUATION STUDENT SURVEY 138
DATA MINING METHODS AND THEIR APPLICATION IN HEALTH INSURANCE 140 DETERMINATION OF THE FACTORS THAT AFFECT THE JOB SATISFACTION OF
THE MEDICAL REPRESENTATIVES 141
THE EFFECTS OF THE OFFICE ENVIRONMENTS ON THE EMPLOYEES AND AN
EXAMPLE APPLICATION 143
INVESTIGATION OF INTERNET ADDICTIVE ACCORDING TO DIFFERENT
VARIABLES ON UNIVERSITY STUDENTS 145
DANGERS AND RISKS EXPOSED TO EMPLOYEES IN HEALTH SECTOR 147
SEGMENTATION AND TEXTURE BASED CLASSIFICATION OF BURN COLOR
IMAGES 149
PERFORMANCE ANALYSES OF PHOTOVOLTAIC SYSTEMS AND PARABOLIC
COLLECTORS USING SIMULATION PROGRAMES 152
A COMPARISON OF ESTIMATION METHODS FOR THE PARAMETERS OF ODD
WEIBULL DISTRIBUTION 153
AN ARTIFICIAL NEURAL NETWORK APPROACH TO PREDICTIVE MODELLING THE HABITAT PREFERENCE OF THE STEPPE BIRDS AROUND TUZLA LAKE IN
CENTRAL ANATOLIA, TURKEY 154
DEVELOPING A SIMULATION PROGRAM OF A PHOTOVOLTAIC SYSTEM USING
HOTTEL'S ESTIMATION METHODE 155
ON A NEW GROWTH MODEL NAMELY KORKMAZ MODEL COMPARED WITH
SOME GROWTH MODELS 156
MODELING OF DUPLEX STAINLESS STEEL MICROSTRUCTURES WITH IMAGE
VII
POSITIVE DISCRIMINATION, AN ALLEGED PHRASE OR EXACTLY THE TRUTH? STATISTICAL ANALYSIS ACCORDING TO AN EDUCATIONAL STATUS BY
PROVINCE 159
DETERMINATION OF STRAIN BY IMAGE PROCESSING TECHNIQUE IN SHEET
METAL FORMING 160
ANALYZING THE GENDER AND PHYSICAL CHARACTERISTICS EFFECTS ON WEIGHT BY USING MULTIVARIATE ADAPTIVE REGRESSION SPLINES (MARS)
162
SURFACES FAMILY WITH A COMMON MANNHEIM GEODESIC CURVE 163
SURFACES FAMILY WITH A COMMON MANNHEIM ASYMPTOTIC CURVE 164
THE STATISTICAL ESTIMATION OF THE POTENTIAL DISTRIBUTION OF SERİNUS
PUSİLLUS (PALLAS, 1811) IN TURKEY BASED ECOLOGICAL SPECIES MODEL 165
RNA-SEQ ANALYSIS AND TRANSCRIPTOME ASSEMBLY FOR EUROPEAN
HAZELNUT (CORYLUS AVELLANA L.) LEAF BUDS 166
A NEW APPROACH TO ASYMMETRIC CRYPTOGRAPHY BY USING POWER
FIBONACCI SEQUENCE MODULE M 167
COMBINING DIFFERENT EFFICIENCY SCORES WITH THE COPULA 168
A NEW WEIGHTS METHOD FOR CROSS EFFICIENCY BASED ON GOAL
PROGRAMMING IN DATA ENVELOPMENT ANALYSIS 169
EXAMINATION OF DIFFERENCES IN ACADEMICIANS’ COMMUNICATION SKILLS IN TERMS OF DEMOGRAPHIC CHARACTERISTICS THROUGH STATISTICAL
TECHNIQUES 170
ON HERMITE-HADAMARD TYPE INEQUALITIES WITH RESPECT TO THE
GENERALIZATION OF SOME TYPES OF S-CONVEXITY 172
HERMITE-HADAMARD TYPE INEQUALITIES FOR MΦA-CONVEX FUNCTIONS 174 PREDICTION OF AN UPPER BOUND OF GENERALIZED CROSS VALIDATION IN MULTIVARIATE ADAPTIVE REGRESSION SPLINES IN AGRICULTURAL STUDIES
176 THE DISCRIMINANT OF THE SECOND FUNDAMENTAL FORM UNDER THE
CONNECTION PRESERVİNG MAPS 177
COMPARISON OF DIFFERENT NORMALIZATION TECHNIQUES FOR AMMONIA
EMISSION ESTIMATION 178
SOME GEOMETRIC PROPERTIES OF THE NON-NEWTONIAN SEQUENCE SPACES
p
l N 179
VIII
COMPARISON OF PREDICTIVE PERFORMANCES OF MARS AND CART
ALGORITHMS THROUGH R SOFTWARE 181
LATTICE STRUCTURES OF SOFT SETS 183
IRRIGATION WATER QUALITY ASSESSMENT OF WESTERN MEDITERRANEAN
BASIN WATERS THROUGH FUZZY LOGIC APPROACH 184
ESTIMATION OF SOIL TEMPERATURE IN THE MIDDLE BLACK SEA REGION OF
TURKEY BY ARTIFICIAL NEURAL NETWORK 185
A FIXED POINT THEOREM IN COMPLETE A METRIC SPACES AND AN
APPLICATION 187
DEVELOPMENT OF AN ANDROID BASED DATA LOGGING SOFTWARE FOR
ENERGY PROCUTION AND CONSUMPTION AT SMART HOMES 188
VIRTUAL LABORATORY STUDY FOR ENERGY EFFICIENCY: ASYNCHRONOUS
MOTOR'S REAL-TIME TORQUE / POWER EXCHANGE EXPERIMENT 190
COMPARISON OF THE EFFECT OF COLOR SPACES IN FUZZY CLUSTERING OF
BURN IMAGES 192
MODULES THAT HAVE A Δ-SUPPLEMENT IN EVERY -COATOMIC EXTENSION
193
REVIEW ON HOME HEALTH CARE ROUTING AND SCHEDULING PROBLEM 195
THE Z-TRANSFORM APPROACH IN SOLVING MARKOVIAN QUEUES 198
BERTRAND-B CURVES IN 3 DIMENSIONAL RIEMANNIAN SPACE FORMS 200
COMPARISON OF STATISTICAL NORMALIZATION TECHNIQUES ON SPEAKERS
HEIGHT ESTIMATION 201
GENERALIZATION OF SOME INEQUALITIES RELATED TO THE CHEBYSHEV’S
FUNCTIONAL VIA FRACTIONAL INTEGRAL 203
COMPARISON OF REGRESSION METHODS ON SPEAKERS HEIGHT ESTIMATION 204 META-ANALYSIS OF PREVALENCE OF SUBCLINICAL MASTITIS IN HOLSTEIN
COWS (2006-2016) 206
ESTIMATING THE NONPARAMETRIC REGRESSION FUNCTION BY USING
RATIONAL FUNCTION APPROXIMATION 208
ON THE PUBLICATION BIAS ISSUE IN RELIABILITY GENERALIZATIONS:
INTERPRETING CONFLICT RESULTS OF DIFFERENT METHODS 209
DETERMINATION OF SOCIAL AND TECHNICAL INFRASTRUCTURE LOCATIONS
IN ZONING PLANS OF HIGH POPULATED AREAS 211
SENTIMENT ANALYSIS ON TURKISH TWEETS USING CONVOLUTIONAL
IX
DETERMINATION OF MEASUREMENT UNCERTAINTY IN ANALYSIS OF LOSS ON
IGNITION OF CEMENT 213
DETERMINATION OF MEASUREMENT UNCERTAINTY IN ANALYSIS OF
NITROGEN IN WATER 214
THE DEFORMATION ANALYSIS USING HYPOTHESIS TESTS 215
MODELLING EXTREME WIND SPEED DATA: A CASE STUDY FOR ESKISEHIR,
TURKEY 217
A NEW DIMENSIONAL REDUCTION METHOD BASED ON DISTANCE FOR
MIXTURE DISCRIMINANT ANALYSIS 218
PERFORMING PROFICIENCY TESTS FOR ANALYSIS OF ANIONS IN WATER 219
INCREASING EFFICIENCY OF PERCENTILE ESTIMATONS FOR WEIBULL
DISTRIBUTION 220
A COMPARISON OF VARIOUS NORMALITY TESTS IN R 221
APPLIANCES ENERGY PREDICTION USING LONG SHORT-TERM MEMORY 222
A STUDY ON GENERAL INTEGRAL INEQUALITIES FOR FUNCTIONS WHOSE FIRST DERIVATIVES IN ABSOLUTE VALUE AT CERTAIN POWERS ARE
QUASI-CONVEX 223
A PERFORMANCE COMPARISON OF MAXIMUM LIKELIHOOD ESTIMATION AND
GENETIC ALGORITHM ON PROGRESSIVE TYPE 2 CENSORED SAMPLES 224
EVALUATING THE CITIES IN TURKEY ACCORDING TO CONSUMPTION
EXPENDITURES 225
GAUSSIAN NOISE REMOVAL VIA HEAT EQUATION 226
A ROBUST APPROACH FOR MULTI-CRITERIA DECISION MAKING 228
EFFECT ON CONVERGENCE DIAGNOSTIC TESTS OF THINNING RATE IN
BAYESIAN ANALYSIS 229
AN APPLICATION OF MULTI-PERIOD MULTI-PRODUCT PRODUCTION PLANNING
MODEL IN AUTOMOTIVE INDUSTRY 231
NEW LEAF AREA ESTIMATION MODEL IN PEAR 232
THE LEAF AREA ESTIMATION MODELS DEVELOPED BY ONDKOKUZ MAYIS
UNIVERSITY, DEPARTMENT OF HORTICULTURE 233
CLUSTERING ALGORITHMS FOR CATEGORICAL DATA SETS AND AN
APPLICATION 234
ESTIMATING VALUE AT RISK FOR PORTFOLIO VIA COPULA APPROACH 235
X
DIFFERENTIAL EVOLUTION ALGORITHM FOR PARAMETER ESTIMATION IN
DOUBLE EXPONENTIAL SMOOTHING 237
PERFORMANCE OF SUPERVISED MACHINE LEARNING ALGORITHMS FOR THE
TURKEY’S TOP 100 INDUSTRIAL ENTERPRISES 2016 238
LMS AND LAD BASED ARTIFICIAL NEURAL NETWORK ROBUST LEARNING
ALGORITHMS 239
POSTER PRESENTATIONS 240
SAMPLE SIZE IN TWO-FACTOR EXPERIMENTS IN OC CURVES 241
ALGORITHMS USED IN DECISION TREES 243
ASSOCIATION ANALYSIS METHOD FOR DETERMINING UNNECESSARY TEST
ORDERS AND EFFECTIVE USE OF HBA1C TEST 244
A MONTE CARLO SIMULATION STUDY ROBUSTNESS OF MANOVA TEST
STATISTICS IN BERNOULLI DISTRIBUTION 246
KINETIC STUDY OF CHICKEN MANURE PYROLYSIS USING DISTRIBUTED
ACTIVATION ENERGY MODEL 248
META-HEURISTIC METHODS IN THE ANALYSIS OF LARGE-SCALE GENOMIC
DATA 249
PREDICTION OF HIGHER HEATING VALUE OF MICROALGAE USING ARTIFICIAL
NEURAL NETWORK 251
HEDONIC ANALYSIS OF HOUSING PRICE IN SAMSUN USING ROBUST
REGRESSION 253
NEW APPROACH IN STUDIES WITH LONGITUDINAL DATA: MASAL 254
SOME PROBLEMS AND SOLUTION APPROACHES IN PRODUCTION PROCESSES
AT SMES 256
SMOKING CONSUMPTION HABITS RESEARCH AND TEXT MINING IN SAMSUN 258 ASSESSMENT OF MEDICAL WASTE MANAGEMENT: A CASE STUDY IN
ISTANBUL 259
A VARIABLE SELECTION APPROACH IN POISSON REGRESSION ANALYSIS
USING INFORMATION COMPLEXITY TYPE CRITERIA 260
DETERMINATION OF THE KEY FINANCIAL RATIOS IN THE SUCCESS OF FIRMS
IN DIFFERENT SECTORS THROUGH DATA MINING 261
INVESTIGATION OF SOME FACTORS AFFECTING MICROVASCULAR
COMPLICATION RISK IN DIABETIC PATIENTS 262
MULTIVARIATE OPTIMIZATION OF COPPER DETERMINATION BY
XI
IN SILICO ANALYSIS OF AP2 TRANSCRIPTION FACTORS IN HAZELNUT 264
SOME GEOMETRIC PROPERTIES IN WEIGHTED LEBESGUE SEQUENCE SPACES 265
NONPARAMETRIC MULTIPLE COMPARISON METHODS 266
THE IMPLEMENTATION OF OPERATIONAL RESEARCH TECHNIQUES IN LAND
CONSOLIDATION 267
ARTIFICIAL NEURAL NETWORK MODELLING OF LIGNITE COAL-PISTACHIO
SHELL CO-PYROLYSIS 268
SOME CHARACTERIZATIONS FOR THE SCROLL SURFACES VIA BISHOP II
FRAME 270
THE INTERSECTION OF TWO NULL SCROLLS 271
DERIVATIVE EQUATIONS OF TIMELIKE RULED SURFACES IN R_1N 272
ESTIMATION OF SOIL SALINITY FOR GRASSPEA (LATHYRUS SATİVUS L.) CULTUVAR USING ARTIFICIAL NEURAL NETWORKS IN GREENHOUSE
CONDITION 273
APPLICATION OF GENETIC ALGORITHM FOR THE TRAVELLING SALESMAN
PROBLEM: A CASE STUDY 275
SOME GROWTH MODELS WITH OBLIQUE ASYMPTOTE COMPARED TO THE MODELS WITH HORIZONTAL ASYMPTOTE BY USING THE DATA SET OF A
LOCAL LAYER HYBRID 277
THE EFFECT OF SUBJECTIVE NORM ON USER SATISFACTION IN THE DISTANCE
EDUCATION SYSTEM: STRUCTURAL EQUATION MODELING WITH R 278
IMPROVEMENT OF NOISY EMG SIGNALS BY USING KALMAN FILTER 279
DETERMINING DEPENDENCY BETWEEN GOLD PRICE AND EXCHANGE RATE
USING COPULA 281
PREDICTION OF BIODIESEL HIGH HEATING VALUE BY ARTIFICIAL NEURAL
NETWORK 282
XII CONFERENCE COMMITTEES
Conference Organizing Committee:
Mehmet Ali Cengiz Ondokuz Mayıs University
Hamparsum Bozdoğan University of Tennessee
Narayanaswamy Balakrishnan McMaster University
David Percy Salford University
İzzet Akça Ondokuz Mayıs University
Recai Oktaş Ondokuz Mayıs University
Talat Şenel Ondokuz Mayıs University
Emre Dünder Ondokuz Mayıs University
Burçin Çorba Ondokuz Mayıs University
Hasan Bulut Ondokuz Mayıs University
Keziban Kılıç Topal Ondokuz Mayıs University
Pelin Akın Ondokuz Mayıs University
Serpil Gümüştekin Ondokuz Mayıs University
Tolga Zaman Ondokuz Mayıs University
Murat Sagir Ondokuz Mayıs University
Emre Yıldırım Ondokuz Mayıs University
Erdinç Yücesoy Ondokuz Mayıs University
Selin Ceren Turan Ondokuz Mayıs University
Hasan Civanbay Ondokuz Mayıs University
Ecmel Kaytazoğlu Ondokuz Mayıs University
Emre Demir Ondokuz Mayıs University
İrfan Subaş Ondokuz Mayıs University
Emre Şengün Ondokuz Mayıs University
Conference Scientific Committee:
Biresh K. Sahoo Xavier University Bhubaneswar
R. Kazemi Matin Islamic Azad university
Frank Coolen Durham University
Shu Chin Huang Ming Chuan University
Marcel Vieira Federal University of Juiz de Fora
Josef Jablonsky Prague University of Economics
David F. Percy Salford University
Ali Emrouznejad Aston University
İbrahim H. Osman American University of Beirut
Mohamed Deara University of The Western Mountaion
Adel Alsharkasi University of Benghazi
Salih Katircioglu Eastern Mediterranean University
Assia Guezane Lakoud Badji Mokhtar-Annaba University
Hamlet Isaxanli Khazar University Founder
Rahib Abiyev Yakin Dogu University
XIII
Behrouz Arabi University of Porto
Dimitris K. Despotis University of Piraeus
Kaoru Tone Heriot-Watt University
Francisco Vargas University of Sonora
Hüsnü Demirsoy Ondokuz Mayis University
Hasan Bal Gazi University
Coskun Kus Selcuk University
Mahmut Zortuk Dumlupinar University
Ilker Ercan Uludag University
M.Ihsan Soysal Namik Kemal University
Handan Ankarali Istanbul Medeniyet University
Onur Koksoy Ege University
Berna Yazici Anadolu University
Mujgan Tez Marmara University
Ibrahim Cemal Adnan Menderes University
Hasan Vural Uludag University
Aylin Alin Dokuz Eylul University
Ziya Gokalp Goktolga Cumhuriyet University
Sibel Selim Celal Bayar University
Omer Cevdet Bilgin Ataturk University
Aysen Akkaya Middle East Technical University
Ahmet Ozcelik Ankara University
Cengiz Sayin Akdeniz University
Ersin Ogus Baskent University
Sevgi Yurt Oncel Kirikkale University
G.Nural Bekiroglu Marmara University
Cennet Oguz Selcuk University
Mehmet Gungor Inonu University
Ibrahim Akman Atilim University
Hasan Ogul Baskent University
Ali Gunes Istanbul Aydin University
Ahmet Sertbas Istanbul University
Hulya Atil Ege University
Erdal Dagistan Mustafa Kemal Universitty
Bahri Karli Suleyman Demirel Universitty
Mithat Zeydan Erciyes University
Isik Aybay Dogu Akdeniz University, Kktc
Zeynep Filiz Eskisehir Osmangazi University
Omer Cevdet Bilgin Ataturk University
Adil Baykasoglu Dokuz Eylul University
Aysun Sagbas Namik Kemal University
Ali Okatan Istanbul Gelisim University
Nevcihan Duru Kocaeli University
S.Yavuz Sanisoglu Yildirim Beyazit University
Zerrin Aladag Kocaeli University
XIV
Saim Yologlu Inonu University
Kenan Ozden Istanbul Gelisim University
Huseyin Yildirim Sutcu Imam University
Nese Dernek Marmara University
Bilender Pasaoglu Suleyman Demirel University
Basri Celik Uludag University
Husamettin Coskun Celal Bayar University
Ismail Aydemir Ondokuz Mayis University
Hanlar Residoglu Mersin University
Abdullah Magden Ataturk University
Elcin Yusufoglu Usak University
Marat Akhmet Middle East Technical University
Unal Erkorkmaz Sakarya University
Ecevit Eyduran Igdir University
Dursun Aydin Mugla Sitki Kocman University
Erdal Kilic Ondokuz Mayis University
Metin Ucurum Bayburt University
Ufuk Karadavut Ahi Evran University
Ferhan Elmali Izmir Katip Çelebi University
Murat Kayri Batman University
Mufit Cetin Yalova University
Ahmet Ipek Karamanoglu Mehmet Bey University
M. Bahar Baskir Bartin University
Birol Topcu Namik Kemal University
Nazire Mikail Siirt University
Osman Demir Gaziosmanpasa University
Yasemin Gultepe Kastamonu University
Aydin Karakoca Necmettin Erbakan University
Ilkay Baritci Dicle University
Gulden Eleyan Avrasya University
Yasanur Kayikci Turk-Alman University
Aslan Deniz Karaoglan Balikesir University
Ozen Ozer Gazi University
Ozgur Yeniay Hacettepe University
V.Rezzan Uslu Ondokuz Mayis University
Vedat Saglam Ondokuz Mayis University
Kamil Alakus Ondokuz Mayis University
Yuksel Öner Ondokuz Mayis University
Yuksel Terzi Ondokuz Mayis University
Erol Terzi Ondokuz Mayis University
Pelin Kasap Ondokuz Mayis University
Haydar Koç Cankiri Karatekin University
Leman Tomak Ondokuz Mayis University
Hamparsum Bozdoğan University of Tennessee
Esra Pamukçu Fırat University
181 *Presenter
COMPARISON OF PREDICTIVE PERFORMANCES OF MARS AND CART ALGORITHMS THROUGH R SOFTWARE
Ecevit EYDURAN1
1Agricultural Faculty, Department of Animal Science, Biometry Genetics Unit, Igdir University, Igdir,
Turkey
ecevit.eyduran@gmail.com
Ahmet Erhan KARAHAN2
2Agricultural Faculty, Department of Animal Science, Biometry Genetics Unit, Ege University, İzmir,
Turkey
ahmet.erhan.karahan@ege.edu.tr
Cem TIRINK3*
3
Agricultural Faculty, Department of Animal Science, Biometry Genetics Unit, Ondokuz Mayis University, Samsun, Turkey
cem.tirink@gmail.com
Mete TÜRKOĞLU4
4
Republic of Turkey Ministry of Forestry and Water Affairs, General Directorate of Nature Protection and National Parks, Iğdır, Turkey
mete_turkoglu@yahoo.com
Mohammad Masood TARIQ5
5
Centre of Advanced Studies in Vaccinology and Biotechnology, University of Balochistan, Quetta, Pakistan
tariqkianiraja@hotmail.com
Within the framework of general linear model, there is lack of information on comparatively examining data mining algorithms viz. CART, CHAID, C5.0, Exhaustive CHAID, MLP, RBF and particularly MARS, which derives a convenient prediction equation. All of the algorithms can be more informative than a classical method like multiple linear regressions in the violation of some distributional assumptions in relation to variables to be studied. The aims of the current investigation were to comparatively examine MARS and CART algorithms and multiple linear regressions through R free software in terms of general linear model and to present how to step-by-step use R software in the application of these statistical approaches. MARS data mining algorithm also used as an alternative to response surface method in optimization process has been examined in detail in generalized cross validation for the first time. In the R software, “penalty = -1” and “a backward pruning method” were specified for MARS. Thus, GCV is converted into RSS/n where RSS is residual sum of squares and n is sample size. Model evaluation criteria estimated to compare these three approaches were R2, R2
ADJUSTED, SDRATIO and Pearson correlation between predicted and actual
dependent values.
As a result, the current investigation will be a noble reference for researchers who will perform similar studies in next time.
Keywords: CART; MARS; Tree-Based Algorithm; Linear Regression.
References
[1] Ali, M., Eyduran, E., Tariq, M. M., Tirink, C., Abbas, F., Bajwa, M. A., Baloch, M. H., Nizamani, A. H., Waheed, A., Awan, M. A., Shah, S. H., Ahmad, Z., & Jan, S. (2015).Comparison of Artificial Neural Network
182 *Presenter
and Decision Tree Algorithms used for Predicting Live Weight at Post Weaning Period from Some Biometrical Characteristics in Harnai Sheep.Pakistan J. Zool., 47(6), 1579-1585.
[2] Eyduran, E., Akkus, O., Kara, M. K., Tirink, C., Tariq, M. M. (2017, May). Use of Multivariate Adaptive Regression Splines (MARS) in Predicting Body Weight from Body Measurements in Mengali Rams. In Proceedings of the International Conference on Agriculture, Forest, Food Sciences
and Technologies.
[3] Karadas, K., Ertürk, Y. E., Eyduran, E., Gürsoy, A. K., Tariq, M. M. (2017, May). Predictive
Performances of Chaid and Mars Data Mining Algorithms in the Establishment of Relationship between Live Body Weight and Several Morphological Measurements of Indigenous Mengali Sheep and Its Economic Importance. In Proceedings of the International Conference on Agriculture, Forest,
Food Sciences and Technologies.
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