
Stamatis Kalogirou- PhD in Geography
- Senior Auditor at European Union
Stamatis Kalogirou
- PhD in Geography
- Senior Auditor at European Union
Senior Data Scientist
About
94
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Introduction
Data Science and Analytics, Machine Learning, AI, Data Visualization, Data Storytelling, Analytics of Pension Schemes
Current institution
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Education
September 2000 - September 2003
September 1999 - September 2000
September 1994 - July 1998
Publications
Publications (94)
: Some studies have established relationships between neighborhood conditions and health.
However, they neither evaluate the relative importance of neighborhood components in increasing obesity nor, more crucially, how these neighborhood factors vary geographically. We use the geographical random forest to analyze each factor’s spatial variation an...
The aim of this paper is to present developments of an advanced geospatial analytics algorithm that improves the prediction power of a random forest regression model while addressing the issue of spatial dependence commonly found in geographical data. We applied the methodology to a simple model of mean household income in the European Union region...
Mediterranean islands are characterized by high biodiversity and cultural value. As the human demand for natural resources increases, the need for assessing the future landscape is prerequisite. This study aimed to simulate the future landscape composition and structure of the Ionian Islands (Western Greece). To do so, we integrated the Future Land...
Mediterranean islands are widely recognized as biodiversity hotspots, with a long history of human activities shaping multi-functional landscapes. Socioeconomic and environmental factors are among the most important factors driving the creation of diverse landscapes, with a high supply of ecosystem services (ES). However, these factors, along with...
By accounting for both the supply and demand of ecosystem services (ES), it is possible to identify where ES are not able to satisfy human needs. In addition, human demands for natural resources continue to grow rapidly, risking the short supply of ES. Consequently, understanding the balance between ES supply and demand can facilitate sustainable s...
Mediterranean islands are heterogeneous and dynamic landscapes resulting from complex interactions between natural and anthropogenic processes that contribute to their high biodiversity, and aesthetic and cultural value. Such islands are considered susceptible to environmental changes that, in combination with intense human activities, could harm l...
In this paper we investigate a local implementation of Random Forest (RF), named Geographical Random Forest (GRF) to predict population density with Very-High-Resolution Remote Sensing (VHHRS) data. As an independent variable we use population density at the neighborhood level from the 2013 census of Dakar, while as explanatory features, the propor...
Implements a spatial extension of the random forest algorithm (Georganos et al. (2019) doi:10.1080/10106049.2019.1595177). Future updates include more local machine learning methods as well as a geographically weighted random forest.
Machine learning algorithms such as Random Forest (RF) are being increasingly applied on traditionally geographical topics such as population estimation. Even though RF is a well performing and generalizable algorithm, the vast majority of its implementations are still 'aspatial' and may not address spatial heterogenous processes. At the same time,...
Στην παρούσα εργασία, πραγματοποιείται για πρώτη φορά στον Ελλαδικό χώρο, η χαρτογράφηση των σχολικών απουσιών της Πρωτοβάθμιας Εκπαίδευσης στην Αττική σε επίπεδο ΟΤΑ Καποδίστρια. Θεωρούμε ότι οι σχολικές απουσίες συνδέονται άμεσα με την εξάπλωση της επιδημίας της γρίπης H1N1. Η ανάλυση έγινε σε εβδομαδιαία δεδομένα για το χρονικό διάστημα από τις...
To manage multiple ecosystem services (ES) effectively, it is essential to understand how the dynamics of ES maintain healthy ecosystems to avoid potential negative impacts on human well-being in the context of sustainable development. In particular, the Ionian Islands in the central Mediterranean are characterized by high natural, ecological, and...
The book aims to assist students and researchers to learn how to apply spatial data analysis methods to real-world data using an open source statistical programming language. It presents example applications of these methodologies and provides good practices of applied research. Therefore, the theory has been kept to a minimum and the focus is give...
Mediterranean islands contain heterogeneous landscapes, resulting from the complex interactions between natural and anthropogenic processes, and have significant ecological and conservation importance. They are vulnerable systems to global change and the monitoring of changes, induced by the interacting environmental drivers, is of particular impor...
This paper aims to study the spatial structure of deaths due to the A(H1N1)pdm09 swine virus in Greece in order to identify vulnerable and resilient regions. The study period refers to the school year 2009-2010 when a swine flu pandemic took place affecting large numbers of the population including students. The deaths due to the A(H1N1)pdm09 virus...
This paper aims to study the spatial structure of deaths due to the A(H1N1)pdm09 swine virus in Greece in order to identify vulnerable and resilient regions. The study period refers to the school year 2009-2010 when a swine flu pandemic took place affecting large numbers of the population including students. The deaths due to the A(H1N1)pdm09 virus...
The pandemic A(H1N1)pdm09, which was first detected in Mexico and spread rapidly throughout the whole world, is considered the fastest flu in history (WHO, 2009). In Greece, concerning the pandemic, according to the last epidemiological report of Hellenic Center for Disease and Prevention (HCDCP) on 26 May 2010, during the period 2009 - 2010, 18.23...
This study evaluates the impact of four feature selection (FS) algorithms in an object-based image analysis framework for very-high-resolution land use-land cover classification. The selected FS algorithms, correlation-based feature selection, mean decrease in accuracy, random forest (RF) based recursive feature elimination, and variable selection...
The aim of this paper is to study in detail the potential link between the number of absences in primary schools and the outbreak of the influenza A(H1N1)pdm09 in the Region of Central Macedonia. To achieve this, we analyzed daily pupils’ absences data aggregated to local authorities during the period from October to December 2009. Our main observa...
The aim of this paper is to measure the spatial accessibility to public health care facilities in Greece. We look at population groups disaggregated by age and socioeconomic characteristics. The purpose of the analysis is to identify potential spatial inequalities in the accessibility to public hospitals among population groups or service areas. Th...
The best way to communicate information about phenomena and human behaviour is by visual means (image or video). The information about various locations are better represented by a map. This is because the reader cannot easily follow data on tables and text. On the contrary, our vision allows us to quickly identify information and patterns on maps....
The principal objective of this study is to develop a gravity model for the spatial interaction analysis of international trade flows. The current research focuses on the interchange of goods (or services) between Greece and a set of 178 trading areas (independent states, dependent areas, etc.) using a large annual panel data for the Year 2015. Tak...
Land cover/use changes mainly occur due to human activities and natural processes. Over the last decades, human activities have been intensified in result of significant changes of ecosystems, such as environmental degradation and landscape fragmentation. The study of these changes is considered as one of the main environmental and social issues wo...
People depend on ecosystems and their services for food, climate regulation, aesthetic pleasure, recreation-entertainment etc. Ecosystem services (ES) are defined as benefits provided to humans from the environment and are crucial in the search for sustainability. In order to identify synergies and trade-offs between ES at the Ionian Islands, 9 ES...
The aim of this paper is to study the temporal and spatial dimension of the current refugee and migration crisis in Europe focusing in the area of Greece. While the average illegal immigration to Greece was at the scale of one hundred persons per year during the 2000s and early 2010s, it increased tenfold in 2015 approaching a million people enteri...
http://www.athenssocialatlas.gr/en/article/inequalities-in-health/
Cardiovascular diseases (CD) have been the main cause of death in Greece and the second cause of death worldwide during the last few years. According to the Hellenic Statistical Authority, in 2012, 42.6% of deaths (i.e. 49,728 people) in Greece were caused by CD. According to a repo...
The main purpose of lctools is to provide researchers and educators with easy-to-learn user friendly tools for calculating key spatial statistics and to apply simple as well as advanced methods of spatial analysis in real data. These include: Local Pearson and Geographically Weighted Pearson Correlation Coefficients, Spatial Inequality Measures (Gi...
Στην παρούσα εργασία μελετήθηκε για πρώτη φορά στην Ελληνική επικράτεια η χωρική σχέση των ποσοστών των απουσιών κατά την περίοδο της πανδημίας του ιού Α(Η1Ν1) για την πρωτοβάθμια Εκπαίδευση και συγκεκριμένα κατά την περίοδο 13/10 έως 22/12/2009. Η ηλικία, και ιδιαίτερα οι μαθητές της Πρωτοβάθμιας εκπαίδευσης, διαδραματίζουν καθοριστικό ρόλο στην ε...
The main aim of this article is to combine recent developments in spatial interaction modeling to better model and explain spatial decisions. The empirical study refers to migration decisions made by internal migrants from Athens, Greece. To achieve this, geographically weighted versions of standard and zero inflated Poisson (ZIP) spatial interacti...
Σκοπός του βιβλίου αυτού είναι να βοηθήσει τον αναγνώστη να κατανοήσει τι είναι η χωρική ανάλυση και πως μπορεί να εφαρμόσει μερικές μεθόδους της σε προβλήματα με χωρική διάσταση στον πραγματικό κόσμο. Ως διδακτικό εγχειρίδιο απευθύνεται σε προπτυχιακούς και μεταπτυχιακούς φοιτητές καθώς και σε υποψήφιους διδάκτορες και ερευνητές που ενδιαφέρονται...
The aim of this short working paper is to look at the geography of the ‘NO’ vote in the referendum that took place in Greece on the 5th of July 2015. The 2015 referendum was about accepting or rejecting a draft agreement proposed by the EC, ECB and IMF for the completion of the Economic Adjustment Programme between the above institutions and the Gr...
A note on how to calculate the spatial version of the Gini coefficient.
A note on how to calculate global and local Moran's I, scatter plot and cluster map with lctools.
The main purpose of lctools is to assist researchers and educators to use user friendly tools for calculating key spatial statistics. These include: Local Pearson and Geographically Weighted Pearson Coefficients, Spatial Inequality Measures (Gini, Spatial Gini, LQ, Focal LQ), Spatial Autocorrelation (Global and Local Moran's I) and other Spatial An...
The aim of this paper is to spatially examine the connection between the proportion of foreign citizens and household income at local authority level in Greece. Since the majority of foreign citizens in Greece are economic immigrants, it is interesting to understand if their presence at municipality level is associated with high household income or...
The aims of this paper are to estimate, for the first time for Greece, life expectancy at birth by gender at local authority level and to explore spatial patterns. The data used in the analysis come from the vital registration system of Greece and the 2001 population census. For areas with male/female population 5,000 or more, representing 97% of t...
The Irish Government is currently engaged in considerations about a proposed reorganisation of acute hospital services. The proposals in the 'Hanly' Report recommend the creation of new classifications of Major, General and Local Hospitals. This paper looked at how these proposals might affect geographical accessibility to Irish acute hospitals and...
In recent years, there has been a growing application of advanced methods and techniques such as geographical information systems (GIS), remote sensing and spatial analysis methods in research aimed at understanding, analyzing and visualizing environmental risks. Areas of interest are particularly focused around climate change: the increase in the...
The aim of this paper is to investigate landslide susceptibility mapping in regional scale, considering the spatial stationarity of the relationship between landslide susceptibility and its influencing factors. Landslides are among the most severe natural hazards and their management has a key role to human safety. During the last decades, a signif...
Ο κύριος σκοπός αυτού του ηλεκτρονικού βιβλίου είναι η εξοικείωση των επιστημόνων / χρηστών στη χρήση του λογισμικού στατιστικής ανάλυσης και προγραμματισμού R ως εργαλείο εξαγωγής στατιστικών πληροφοριών και συμπερασμάτων προστιθέμενης αξίας από την ανάλυση χωρικών δεδομένων. Παράλληλα, το βιβλίο παρέχει πρακτικές ασκήσεις για την εξοικείωση των χ...
Οι δασικές πυρκαγιές αποτελούν διαχρονικό πρόβλημα για τα Μεσογειακά Οικοσυστήματα, με την κατάσταση να βαίνει διαρκώς επιδεινούμενη. Από τους λόγους επιδείνωσης, είναι και η ύπαρξη ζωνών μίξης Δασών-Οικισμών (Wildland Urban Interface – WUI), που χαρακτηρίζονται από υψηλό κίνδυνο πυρκαγιάς και
καταστροφής σε περίπτωση πυρκαγιάς. Στα πλαίσια του Ευρ...
The classification of the EU Regions into groups of regions with similar characteristics is a helpful tool in the study of the risk of energy poverty in Europe. This classification may result in regional typologies that will assist policy makers in to understand the picture of Europe in various aspects and form their policy agenda accordingly.
In...
Το 1ο Συνέδριο Χωρικής Ανάλυσης πραγματοποιήθηκε στις εγκαταστάσεις του Χαροκοπείου Πανεπιστημίου στην Καλλιθέα από 17 ως 18 Μαΐου 2013. Επίσημοι φορείς διοργάνωσης του συνεδρίου ήταν η κοινότητα Hellenic Society of Swedish Scholars (HSSS) και ο Σύλλογος Ελλήνων Πολεοδόμων και Χωροτακτών (ΣΕΠΟΧ) ενώ φορέα υποδοχής και φιλοξενίας αποτέλεσε το Τμήμα...
This project aims at obtaining a clear picture on how the increase of energy prices will affect regional cohesion and competitiveness and which are the policy options available to regions in order to cope with this challenge.
In order to analyse the regions’ present and future vulnerability, ReRisk will combine data on energy production and consump...
Deaths due to neoplasms and diseases of the circulatory and the respiratory system represent 80% of all deaths in Greece. In the context of dearth of statistical analysis of spatial patterns of cause-specific mortality in Greece, this paper aims at studying the distribution and structure of appropriate mortality measures for the above mentioned cau...
A gridded dataset representing near surface atmospheric fields has been developed to allow spatial analysis of long-term weather patterns over an area with significant climate spatiotemporal variability, Greece. The atmospheric elements considered are means of near surface temperature, means of relative humidity, as well as monthly and annual accum...
Σκοπός του άρθρου αυτού είναι να ελεγχθεί κατά πόσο σχετίζεται η κατανομή των δαπανών
των περιφερειακών υπηρεσιών των υπουργείων στους νομούς της Ελλάδας, με τρεις
κοινωνικοοικονομικούς παράγοντες: το κατά κεφαλήν ΑΕΠ, το μέσο δηλωθέν οικογενειακό
εισόδημα και το συνθετικό Δείκτη Ανθρώπινης Ανάπτυξης. Ερευνητικό ερώτημα αποτελεί το
εάν η κατανομή τ...
The aim of this paper is to define and test local versions of standard correlation coefficients in statistical analysis. This research is motivated by the increasing number of applications using local versions of explanatory spatial data analysis methods such as local regression. Local statistical methods should be applied together with local measu...
ESPON-ReRisk (Regions at Risk of Energy Poverty). Ο στόχος του προγράμματος ReRisk, είναι ο καθορισμός των περισσότερο ευάλωτων αναπτυξιακά περιφερειών της Ευρώπης. Για τη διερεύνηση του αναπτυξιακού προφίλ των περιφερειών της Ευρώπης, πραγματοποιείται η ταξινόμηση των περιφερειών της Ευρώπης με βάση μια σειρά από κριτήρια που αφορούν το περιεχόμεν...
Στην εργασία αυτή υπολογίζονται γνωστοί δείκτες δομικών χαρακτηριστικών του πληθυσμού της Ελλάδας σε επίπεδο Δήμου Καλλικράτη με βάση τα δεδομένα της απογραφής πληθυσμού του έτους 2001. Επιπλέον, τα μεγέθη αυτά παρουσιάζονται σε χάρτες για να αποτυπωθούν πιο εύγλωττα οι χωρικές διαφοροποιήσεις των δομικών χαρακτηριστικών. Τα αποτελέσματα δείχνουν γ...
The 17th European Colloquium on Quantitative and Theoretical Geography (ECQTG2011) is held at the campus of Harokopio University in Athens, Greece from the 2nd to the 6th of September 2011. The conference was formally organized by the Greek Society for Demographic Studies and hosted by the Harokopio University, Department of Geography.
Cultural events such as festivals are emerging worldwide as a dynamic sector of the tourism and leisure industries with significant economic, social, cultural and political impacts on the destination area. Their economic importance stems from the expenditure of the attendants that filters through the local economy of the host community. This paper...
Στην εργασία αυτή υπολογίζονται προτυποποιημένοι δείκτες θνησιμότητας σε επίπεδο Δήμου Καλλικράτη με βάση τις ληξιαρχικές καταγραφές της περιόδου 2000-2002 και τα απογραφικά δεδομένα του έτους 2001. Οι τιμές των δεικτών και η στατιστική τους σημαντικότητα παρουσιάζονται σε θεματικούς χάρτες. Οι προτυποποιημένοι δείκτες θνησιμότητας κυμαίνονται από...
Please click here to download the map associated with this article.In the absence of regional estimates of life-longevity for Greece, we have constructed abridged life tables by sex for the 51 prefectures of the country for 1991, 2001 and 2007, using the Reference to a Standard Table technique. The paper focuses on regional variations and spatial p...
Ερευνητικό πρόγραμμα για την τεχνική υποστήριξη και παραγωγή υποστηρικτικών δεδομένων για την "Επεξεργασία πληθυσμιακών-δημογραφικών στοιχείων και προβλέψεων για την Αττική με έτος στόχο το 2020"
The aim of this study is to examine the spatial distribution and spatial inequalities in the number of primary school students and to examine the potential impact of various socioeconomic and demographic determinants that may explain these spatial inequalities. The data refer to the Prefectures in Greece and the methods applied refer to spatial ana...
This paper looks at the spatial inequalities of income and post-graduate educational attainment for Lo-cal Authorities in Greece. It also introduces a composite variable that is defined as the average of the standardized values of mean household income and high level of educational attainment (post-graduate degree holders). The explanatory analysis...
Σκοπός του άρθρου αυτού είναι να διερευνήσει και να ερμηνεύσει την εσωτερική μετανάστευση (στην αφετηρία του μεταναστευτικού ταξιδιού) και την επίδραση διαφόρων κοινωνικοοικονομικών παραγόντων στις μεταναστευτικές αποφάσεις στη Σουηδία. Επιπρόσθετα, στοχεύει να αναδείξει μια ενδεδειγμένη πρακτική μελέτης της εσωτερικής μετανάστευσης χρησιμοποιώντας...
We investigate mortality differentials by marital status among older age groups using a database of mortality rates by marital status at ages 40 and over for seven European countries with 1 billion person-years of exposure. The mortality advantage of married people, both men and women, continues to increase up to at least the age group 85-89, the o...
Abstract The main aim of this paper is to provide a spatial modelling framework for income estimation through the application of a contemporary spatial analysis technique. The application refers to the modelling of mean recorded household income in the area covered by the postcodes of the municipality of Athens in 2001. The main findings suggest th...
Elderly population, mean that the number and proportion of people in need of assistance with everyday activities is expected to increase considerably in coming decades.
Nowadays, most of this assistance is provided by voluntary caregivers, predominantly close relatives. There is an increasing need for statutory authorities to work with and
support...
This paper analyses the influence of relevant variables (age, sex, marital status, health, income, education and children) on the risk of belonging to one of the four main types of household in which old European people live nowadays: alone, with partner, with others, in a collective household. Nine countries with different social and political con...
The marital status of older people has a number of socio-economic impacts. This paper presents key findings from a set of population projections for older people by age, sex and marital status for nine European countries. We use original data for national sources but we adjust the mortality and nuptiality rates for older ages by modelling existing...
The Irish Government is currently engaged in considerations about a proposed reorganisation of acute hospital services. The proposals in the 'Hanly' Report recommend the creation of new classifications of Major, General and Local Hospitals. This paper looked at how these proposals might affect geographical accessibility to Irish acute hospitals and...
Cet article examine les différences, entre et au sein de trois pays européens, dans la proportion de parents âgés qui voient l’un de leurs enfants au moins une fois par semaine. Les données sont issues d’enquêtes nationales représentatives pour la Finlande, la France et l’Italie, qui comportent des informations sur l’existence d’enfants et la fréqu...
Cet article examine les différences, entre et au sein de trois pays européens, dans la proportion de parents âgés qui voient l’un de leurs enfants au moins une fois par semaine. Les données sont issues d’enquêtes nationales représentatives pour la Finlande, la France et l’Italie, qui comportent des informations sur l’existence d’enfants et la fréqu...
This paper examines trends in internal migration flows within England and Wales. Spatial trends are presented using tables and thematic maps. Temporal trends are presented more efficiently using a contemporary visualisation method, the heat map. Sample data from the National Health Service Central Registrar (NHSCR) are presented and discussed as a...
This article investigates the prevalence of unpaid caregiving by local authority district in England and Wales, using data from a new question on caregiving in the 2001 Census. We also examine geographic variation in the characteristics of unpaid care providers including health
status, socio-economic status and ethnicity. Results show clear geograp...
In this paper we examine differences between and within three European countries in the proportion of elderly parents who have contact with a child at least once a week. We use nationally representative survey data from Finland, France and Italy which includes information on availability of children and extent of contact, as well as on relevant par...
Frequency of contacts with the family is an indicator of the strength of intergenerational exchange and potential support for older people. Although the availability of children clearly represents a constraint on potential family support, the extent of interaction with and support received from children depends on factors other than demographic ava...
This paper reports the results of an extensive project to model interregional migration within England and Wales. The project took place over a two-year period and was sponsored by the UK Office of the Deputy Prime Minister (formerly the Department of Transport, Local Government and the Regions). The results of the study are reported in three separ...
The main aim of this paper is to look at the geographical access to public health facilities in order to provide some conclusions for potential inequalities among population groups or service areas within Greece. Existing methodology related to GIS is used to calculate zones of service to population communities. The 2001 Census population data and...
In this paper expert systems and geographical information systems technologies are combined to help with an implementation of a land suitability evaluation model. The result is the LEIGIS software, which allows empirical work within the framework of this paper. The model used is based on the FAO land classification for crops, and data which describ...
The aim of this study is to inform the general public and to provide makers of the national and local economic and social development policy with methodological tools and empirical findings about income inequality, the degree of development and poverty level of the population in Regions and Municipalities of Greece. Motivations for this study were...
EXECUTIVE SUMMARY Waste management constitutes a growing environmental, social and economic issue for all modern growing economies. At the European Union (EU) level waste related policy and legislation creates a strong driving force towards the so called waste hierarchy. However, management practices in many member states still struggle to achieve...
Landslides are considered among the most important geohazards as they cause substantial losses worldwide. Landslide susceptibility assessment (LSA) is related to certain influencing factors. Statistical modelling is one of the most preferred methods for LSA and mapping. Although landslide occurrences and influencing factors have spatial variations,...
Σκοπός του άρθρου αυτού είναι να εντοπίσει τις χωρικές ανισότητες στο μέσο δηλωθέν οικογενειακό εισόδημα στον ελλαδικό χώρο και να παρουσιάσει ένα χωρικό μοντέλο εκτίμησης του εισοδήματος αυτού. Η έρευνα αφορά τους Δήμους και Κοινότητες της Ελλάδας με δεδομένα από την Απογραφή Πληθυσμού του 2001 και τις φορολογικές δηλώσεις εισοδημάτων που αποκτήθη...
The aim of this paper is to look at the spatial distribution of the oldest old at some EU countries in order to inform policy makers that as far as population ageing in modern societies is concerned, location matters significantly. This is because older people are highly concentrated in certain localities and, thus, a careful spatial planning of pu...