1) The document discusses how greater geologic complexity leads to greater uncertainty in predictive models. It analyzes data from areas with small and large geologic complexity in Brazil.
2) Models had near perfect accuracy in areas with small complexity but lower accuracy, around 60%, in areas with large complexity due to greater uncertainty from the distribution of faults, lithological boundaries, and lack of geologic knowledge.
3) The authors conclude that improving predictive models requires improving the geologic information available to reduce uncertainties, especially for environmental covariates used in the models.
2012 Emergency Track, How Geospatial Technologies are Changing Search and Res...GIS in the Rockies
Search and rescue (SAR) organizations have a long tradition of providing humanitarian aid to individuals lost or injured in the wilderness. In the past geospatial tools available to SAR teams were limited, but now teams have access to an ever-increasing types and volumes of geospatial information that have the potential to improve the results of back-country search operations. These include traditional sources such as e911 calls and Personal Locator Beacons, as well as emerging technologies such as the SPOT and Delorme locator devices and social media applications such as Facebook, Twitter and others. The challenges facing SAR teams lie in understanding what information is available; how it may be accessed and managed; relative strengths and weaknesses; how it may be utilized in a time-sensitive situation; and how to use this information for post-event analysis, training and contributions to community knowledge.
This session will discuss several new sources and uses of geospatial information that may be encountered and used in the context of wilderness SAR missions, explain how the information may be accessed, and provide guidance on how to integrate these new information sources into mission management and training processes.
The poem discusses the power of positive thinking and mindset. It states that if you think you will lose or cannot succeed, you are likely to be correct. However, if you believe in yourself and your abilities to win, your chances of success are much higher. Success starts with one's own determination and mental approach.
The article provides biographical information on Kobe Bryant, describing his background and basketball career highlights from high school through being drafted by the NBA. It notes he enjoyed success in high school and was selected 13th overall in the 1996 NBA draft by the Charlotte Hornets, who then traded him to the Los Angeles Lakers.
The document is a collection of texts on various topics related to basketball, including
The document appears to be a photo of a beach landscape with no accompanying text. It shows a sandy beach with rocks and ocean waves in the background. The photo seems to depict a scenic coastal landscape.
This document provides an overview of cell biology basics. It discusses that life begins as a single cell, which contains DNA instructions to develop into a multicellular organism. The document describes that cells are the basic units of life, and there are over 200 specialized cell types that make up the human body. It also outlines the key components of the cell and their functions, including the plasma membrane, cytoplasm, organelles like the nucleus, endoplasmic reticulum, Golgi apparatus, lysosomes, and mitochondria. The text explains how these cellular structures work together to carry out the basic functions of life.
Presentation that took place on 18 November 2014 at the World Soil Museum, in Wageningen, the Netherlands. The aim was to report the activities developed at ISRIC during the year of 2014.
Developed with Gerard B M Heuvelink (ISRIC - World Soil Information, the Netherlands), Gustavo M Vasques (Embrapa Soils, Brazil), Lúcia Helena Cunha dos Anjos (Universidade Federal Rural do Rio de Janeiro, Brazil). Presented at Pedometrics 2015, 14-18 September 2015, Córdoba, Spain.
spsann - optimization of sample patterns using spatial simulated annealingAlessandro Samuel-Rosa
Presentation at the European Geosciences Union General Assembly 2015 (EGU2015), Soil System Sciences section 11.3 - Statistical, computational and visualization tools for assessing and communicating soil complexity and variability
2012 Emergency Track, How Geospatial Technologies are Changing Search and Res...GIS in the Rockies
Search and rescue (SAR) organizations have a long tradition of providing humanitarian aid to individuals lost or injured in the wilderness. In the past geospatial tools available to SAR teams were limited, but now teams have access to an ever-increasing types and volumes of geospatial information that have the potential to improve the results of back-country search operations. These include traditional sources such as e911 calls and Personal Locator Beacons, as well as emerging technologies such as the SPOT and Delorme locator devices and social media applications such as Facebook, Twitter and others. The challenges facing SAR teams lie in understanding what information is available; how it may be accessed and managed; relative strengths and weaknesses; how it may be utilized in a time-sensitive situation; and how to use this information for post-event analysis, training and contributions to community knowledge.
This session will discuss several new sources and uses of geospatial information that may be encountered and used in the context of wilderness SAR missions, explain how the information may be accessed, and provide guidance on how to integrate these new information sources into mission management and training processes.
The poem discusses the power of positive thinking and mindset. It states that if you think you will lose or cannot succeed, you are likely to be correct. However, if you believe in yourself and your abilities to win, your chances of success are much higher. Success starts with one's own determination and mental approach.
The article provides biographical information on Kobe Bryant, describing his background and basketball career highlights from high school through being drafted by the NBA. It notes he enjoyed success in high school and was selected 13th overall in the 1996 NBA draft by the Charlotte Hornets, who then traded him to the Los Angeles Lakers.
The document is a collection of texts on various topics related to basketball, including
The document appears to be a photo of a beach landscape with no accompanying text. It shows a sandy beach with rocks and ocean waves in the background. The photo seems to depict a scenic coastal landscape.
This document provides an overview of cell biology basics. It discusses that life begins as a single cell, which contains DNA instructions to develop into a multicellular organism. The document describes that cells are the basic units of life, and there are over 200 specialized cell types that make up the human body. It also outlines the key components of the cell and their functions, including the plasma membrane, cytoplasm, organelles like the nucleus, endoplasmic reticulum, Golgi apparatus, lysosomes, and mitochondria. The text explains how these cellular structures work together to carry out the basic functions of life.
Presentation that took place on 18 November 2014 at the World Soil Museum, in Wageningen, the Netherlands. The aim was to report the activities developed at ISRIC during the year of 2014.
Developed with Gerard B M Heuvelink (ISRIC - World Soil Information, the Netherlands), Gustavo M Vasques (Embrapa Soils, Brazil), Lúcia Helena Cunha dos Anjos (Universidade Federal Rural do Rio de Janeiro, Brazil). Presented at Pedometrics 2015, 14-18 September 2015, Córdoba, Spain.
spsann - optimization of sample patterns using spatial simulated annealingAlessandro Samuel-Rosa
Presentation at the European Geosciences Union General Assembly 2015 (EGU2015), Soil System Sciences section 11.3 - Statistical, computational and visualization tools for assessing and communicating soil complexity and variability
El documento describe un objetivo de encontrar al menos 5 artículos en la base de datos CINAHL sobre el tratamiento hospitalario de infecciones de heridas por cesárea en los últimos 5 años. Se detallan los pasos para realizar la búsqueda en CINAHL usando términos médicos controlados y filtros de fecha. Se incluyen capturas de pantalla de los resultados de búsqueda y las primeras páginas de 2 artículos completos. También se proporcionan 6 referencias bibliográficas en formato Uniform sobre el tema.
Este documento presenta información general sobre la responsabilidad social. Define la responsabilidad social como la orientación de las actividades individuales y colectivas que permitan a todos igualdad de oportunidades para desarrollar sus capacidades. Explica que la responsabilidad social se aplica a nivel ciudadano, universitario y empresarial. Detalla brevemente los conceptos de responsabilidad social empresarial y responsabilidad social universitaria.
O documento discute medidas de dispersão, especificamente o desvio médio absoluto (DMA). Explica que o DMA mede o afastamento médio dos elementos da amostra em relação à média aritmética e ilustra seu cálculo com um exemplo de desempenho de candidatos em provas.
O documento descreve os objetivos e princípios do Direito Internacional Humanitário, que visa proteger as vítimas dos conflitos armados restringindo os direitos dos combatentes e protegendo os direitos dos não combatentes. Apresenta as principais fontes e características deste ramo do direito, assim como os tratados e convenções que regulamentam o estatuto dos combatentes, objetivos militares, armas, métodos de combate e proteção de feridos e prisioneiros de guerra.
Memórias Póstumas de Brás Cubas é narrado em primeira pessoa por Brás Cubas após sua morte. A obra utiliza dois tempos, um psicológico que permite ao narrador contar sua vida de forma não linear, e um cronológico que segue a ordem lógica dos acontecimentos desde a infância até a morte. A história se passa em cidades do interior de São Paulo no século XIX e apresenta características do Romantismo brasileiro como a valorização da cultura nacional e da natureza.
El documento presenta los resultados de una evaluación del área de lenguaje en términos de producción escrita y comprensión de textos. La evaluación midió estas dimensiones a través de pruebas abiertas y cerradas con estudiantes de diferentes grados. Los resultados mostraron que los estudiantes tuvieron un buen desempeño en la producción textual pero debilidades en aspectos formales como la puntuación. También presentó alternativas pedagógicas basadas en una visión sociocultural del lenguaje y la escritura.
Los koalas son marsupiales curiosos que viven en árboles en países lluviosos. Tienen un pelaje gris denso e impermeable, colas finas y uñas robustas que les permiten trepar y moverse fácilmente por los árboles.
El documento habla sobre Irena Sendler, una mujer polaca que salvó a 2500 niños judíos del Holocausto escondiéndolos y sacándolos del gueto de Varsovia durante la Segunda Guerra Mundial a pesar de los grandes riesgos. Aunque fue nominada para el Premio Nobel de la Paz, no lo recibió. El documento también conmemora a las víctimas del Holocausto y pide no olvidar los horrores del genocidio nazi.
Este boletín presenta noticias y eventos de la asociación de Maranchón. Anuncia que celebrarán una asamblea en agosto para discutir la compra del local de la asociación y posibles aumentos de cuotas. También buscan voluntarios para dirigir actividades infantiles como teatro y deportes.
O documento discute medidas de dispersão em estatística, especificamente a variância. Explica que a variância mede o quão distantes os elementos da amostra estão da média aritmética e é definida como a média aritmética dos quadrados das diferenças entre cada elemento e a média. Fornece um exemplo numérico para calcular a variância de dois candidatos em uma seleção de empregos.
Carpeta Institucional-Medios de elevacion 2014ISB SRL
La Unión Europea ha acordado un embargo petrolero contra Rusia en respuesta a la invasión de Ucrania. El embargo prohibirá las importaciones marítimas de petróleo ruso a la UE y pondrá fin a las entregas a través de oleoductos dentro de seis meses. Esta medida forma parte de un sexto paquete de sanciones de la UE destinadas a aumentar la presión económica sobre Moscú y privar al Kremlin de fondos para financiar su guerra.
Slideshare es un programa que permite subir presentaciones como PowerPoint y ver las de otros usuarios. Los archivos se pueden descargar con una cuenta. Ofrece la posibilidad de subir documentos en formatos como PDF, PPT y DOC. Los usuarios pueden configurar la visibilidad de sus archivos como públicos, privados o solo para amigos. Slideshare es útil para estudiantes y profesores para compartir material y facilitar el aprendizaje.
Uma aliança global pelo solo para alcançar o desenvolvimento sustentávelAlessandro Samuel-Rosa
Palestra na Expo Santa Helena 2018, das 19:00 às 20:00 horas, no Centro de Eventos do Balneário Terra das Águas, como parte das atividades da Universidade Tecnológica Federal do Paraná
El documento describe un objetivo de encontrar al menos 5 artículos en la base de datos CINAHL sobre el tratamiento hospitalario de infecciones de heridas por cesárea en los últimos 5 años. Se detallan los pasos para realizar la búsqueda en CINAHL usando términos médicos controlados y filtros de fecha. Se incluyen capturas de pantalla de los resultados de búsqueda y las primeras páginas de 2 artículos completos. También se proporcionan 6 referencias bibliográficas en formato Uniform sobre el tema.
Este documento presenta información general sobre la responsabilidad social. Define la responsabilidad social como la orientación de las actividades individuales y colectivas que permitan a todos igualdad de oportunidades para desarrollar sus capacidades. Explica que la responsabilidad social se aplica a nivel ciudadano, universitario y empresarial. Detalla brevemente los conceptos de responsabilidad social empresarial y responsabilidad social universitaria.
O documento discute medidas de dispersão, especificamente o desvio médio absoluto (DMA). Explica que o DMA mede o afastamento médio dos elementos da amostra em relação à média aritmética e ilustra seu cálculo com um exemplo de desempenho de candidatos em provas.
O documento descreve os objetivos e princípios do Direito Internacional Humanitário, que visa proteger as vítimas dos conflitos armados restringindo os direitos dos combatentes e protegendo os direitos dos não combatentes. Apresenta as principais fontes e características deste ramo do direito, assim como os tratados e convenções que regulamentam o estatuto dos combatentes, objetivos militares, armas, métodos de combate e proteção de feridos e prisioneiros de guerra.
Memórias Póstumas de Brás Cubas é narrado em primeira pessoa por Brás Cubas após sua morte. A obra utiliza dois tempos, um psicológico que permite ao narrador contar sua vida de forma não linear, e um cronológico que segue a ordem lógica dos acontecimentos desde a infância até a morte. A história se passa em cidades do interior de São Paulo no século XIX e apresenta características do Romantismo brasileiro como a valorização da cultura nacional e da natureza.
El documento presenta los resultados de una evaluación del área de lenguaje en términos de producción escrita y comprensión de textos. La evaluación midió estas dimensiones a través de pruebas abiertas y cerradas con estudiantes de diferentes grados. Los resultados mostraron que los estudiantes tuvieron un buen desempeño en la producción textual pero debilidades en aspectos formales como la puntuación. También presentó alternativas pedagógicas basadas en una visión sociocultural del lenguaje y la escritura.
Los koalas son marsupiales curiosos que viven en árboles en países lluviosos. Tienen un pelaje gris denso e impermeable, colas finas y uñas robustas que les permiten trepar y moverse fácilmente por los árboles.
El documento habla sobre Irena Sendler, una mujer polaca que salvó a 2500 niños judíos del Holocausto escondiéndolos y sacándolos del gueto de Varsovia durante la Segunda Guerra Mundial a pesar de los grandes riesgos. Aunque fue nominada para el Premio Nobel de la Paz, no lo recibió. El documento también conmemora a las víctimas del Holocausto y pide no olvidar los horrores del genocidio nazi.
Este boletín presenta noticias y eventos de la asociación de Maranchón. Anuncia que celebrarán una asamblea en agosto para discutir la compra del local de la asociación y posibles aumentos de cuotas. También buscan voluntarios para dirigir actividades infantiles como teatro y deportes.
O documento discute medidas de dispersão em estatística, especificamente a variância. Explica que a variância mede o quão distantes os elementos da amostra estão da média aritmética e é definida como a média aritmética dos quadrados das diferenças entre cada elemento e a média. Fornece um exemplo numérico para calcular a variância de dois candidatos em uma seleção de empregos.
Carpeta Institucional-Medios de elevacion 2014ISB SRL
La Unión Europea ha acordado un embargo petrolero contra Rusia en respuesta a la invasión de Ucrania. El embargo prohibirá las importaciones marítimas de petróleo ruso a la UE y pondrá fin a las entregas a través de oleoductos dentro de seis meses. Esta medida forma parte de un sexto paquete de sanciones de la UE destinadas a aumentar la presión económica sobre Moscú y privar al Kremlin de fondos para financiar su guerra.
Slideshare es un programa que permite subir presentaciones como PowerPoint y ver las de otros usuarios. Los archivos se pueden descargar con una cuenta. Ofrece la posibilidad de subir documentos en formatos como PDF, PPT y DOC. Los usuarios pueden configurar la visibilidad de sus archivos como públicos, privados o solo para amigos. Slideshare es útil para estudiantes y profesores para compartir material y facilitar el aprendizaje.
Uma aliança global pelo solo para alcançar o desenvolvimento sustentávelAlessandro Samuel-Rosa
Palestra na Expo Santa Helena 2018, das 19:00 às 20:00 horas, no Centro de Eventos do Balneário Terra das Águas, como parte das atividades da Universidade Tecnológica Federal do Paraná
The Free Brazilian Repository for Open Soil Data (febr)
The Latin America and the Caribbean
Scientific Data Management Workshop
Brazilian Academy of Sciences, Rio de Janeiro, Brazil
Tuesday 17 April 2018 – Case Studies in Agriculture and Soil Science
Stacked generalization of statistical learners – a case study with soil iron ...Alessandro Samuel-Rosa
When modelling soil-landscape relationships we generally test a handful of statistical learners. Having limited data, we use cross-validation to select the best performing learner. In this study we evaluate the benefits of combining learners for soil prediction using stacked generalization. It consists of calibrating multiple learners and submitting them to 10-fold cross-validation. Cross-validation predictions are used as covariates in an interceptless linear regression of the target variable. Constrained to be non-negative, the estimated regression coefficients are the stacking weights expressing the importance of each learner. When making predictions, each learner is used in turn and the weights used to optimally combine multiple predictions into a single prediction.
The data was downloaded from the national database maintained by Embrapa. The target variable was the soil iron content (g/kg). Covariates (p = 7) were constructed using soil profile data. The n = 22,981 records remaining after some data cleaning were split into calibration (n_cal = 16,086) and validation (n_val = 6,895) sets. Six learners were used: linear regression with stepwise selection (lm), multivariate adaptive regression splines (mars), regression random forest (rf), single-hidden-layer neural network (nnet), weighted k-nearest neighbor regression (knn) and support vector machine with polynomial kernel (svm).
rf and knn severely overfitted the data, while lm, mars and svm were the most stable learners. The first two yielded the lowest absolute and squared errors (rmse < 45 g/kg) and explained more of the variance (ave ~ 0.6). mars, nnet and lm were the least biased learners (me ~ -0.1 g/kg), while svm was the most biased (me = -5.14 g/kg). lm explained the smallest amount of variance (ave = 0.49).
rf received the largest stacking weight (w = 0.55), knn and svm received moderate weights (w ~ 0.2) and nnet and mars received the smallest weights (w < 0.1) -- lm was dropped from the stack (w = 0). Combining learners lowered all absolute and squared errors (rmse = 43.23 g/kg), yielded a considerably small bias (me = 0.53 g/kg), and explained the same amount of variance explained by rf (ave = 0.61).
Staking learners was more beneficial than using the single best performing learner because it reduced generalization errors. The magnitude of the benefits seems to depend upon the diversity of learners (over and underfitting, biased and nonbiased). Besides, by using least squares regression to compute stacking weights we can estimate the prediction error variance of any combination of learners.
Optimization of sample configurations for spatial trend estimationAlessandro Samuel-Rosa
Developed with Dick J Brus (Alterra, Wageningen University and Research Centre, the Netherlands), Gustavo M Vasques (Embrapa Soils, Brazil), Lúcia Helena Cunha dos Anjos (Universidade Federal Rural do Rio de Janeiro, Brazil). Presented at Pedometrics 2015, 14-18 September 2015, Córdoba, Spain.
Apresentação intitulada "Contribuição à construção de modelos de predição de propriedades do solo" da disciplina de Seminários em Ciência do Solo do Curso de Pós-Graduação em Agronomia - Ciência do Solo, da Universidade Federal Rural do Rio de Janeiro.
Proposta de trabalho apresentada à equipe do projeto Global Soil Information Facilities (GSIF) do ISRIC - World Soil Information durante o Spring School Hands-on Global Soil Information Facilities, realizado na Wageningen University, Wageningen, Holanda, em abril de 2013.
O documento introduz o mapeamento digital de solos, comparando-o com o mapeamento clássico. Discute conceitos, exemplos, passos e conhecimentos necessários para o mapeamento digital, enfatizando a importância de sistemas de informação, métodos observacionais e sistemas de inferência. Recomenda trabalhar com outros profissionais como estatísticos e geólogos para lidar melhor com os aspectos quantitativos.
- 12 classes de solo no RS com características diferenciadas, limitações e aptidões diferentes para uso agropecuário, requerendo práticas de manejo específicas para cada classe.
How to Add Chatter in the odoo 17 ERP ModuleCeline George
In Odoo, the chatter is like a chat tool that helps you work together on records. You can leave notes and track things, making it easier to talk with your team and partners. Inside chatter, all communication history, activity, and changes will be displayed.
This slide is special for master students (MIBS & MIFB) in UUM. Also useful for readers who are interested in the topic of contemporary Islamic banking.
ISO/IEC 27001, ISO/IEC 42001, and GDPR: Best Practices for Implementation and...PECB
Denis is a dynamic and results-driven Chief Information Officer (CIO) with a distinguished career spanning information systems analysis and technical project management. With a proven track record of spearheading the design and delivery of cutting-edge Information Management solutions, he has consistently elevated business operations, streamlined reporting functions, and maximized process efficiency.
Certified as an ISO/IEC 27001: Information Security Management Systems (ISMS) Lead Implementer, Data Protection Officer, and Cyber Risks Analyst, Denis brings a heightened focus on data security, privacy, and cyber resilience to every endeavor.
His expertise extends across a diverse spectrum of reporting, database, and web development applications, underpinned by an exceptional grasp of data storage and virtualization technologies. His proficiency in application testing, database administration, and data cleansing ensures seamless execution of complex projects.
What sets Denis apart is his comprehensive understanding of Business and Systems Analysis technologies, honed through involvement in all phases of the Software Development Lifecycle (SDLC). From meticulous requirements gathering to precise analysis, innovative design, rigorous development, thorough testing, and successful implementation, he has consistently delivered exceptional results.
Throughout his career, he has taken on multifaceted roles, from leading technical project management teams to owning solutions that drive operational excellence. His conscientious and proactive approach is unwavering, whether he is working independently or collaboratively within a team. His ability to connect with colleagues on a personal level underscores his commitment to fostering a harmonious and productive workplace environment.
Date: May 29, 2024
Tags: Information Security, ISO/IEC 27001, ISO/IEC 42001, Artificial Intelligence, GDPR
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Thinking of getting a dog? Be aware that breeds like Pit Bulls, Rottweilers, and German Shepherds can be loyal and dangerous. Proper training and socialization are crucial to preventing aggressive behaviors. Ensure safety by understanding their needs and always supervising interactions. Stay safe, and enjoy your furry friends!
This presentation includes basic of PCOS their pathology and treatment and also Ayurveda correlation of PCOS and Ayurvedic line of treatment mentioned in classics.
A workshop hosted by the South African Journal of Science aimed at postgraduate students and early career researchers with little or no experience in writing and publishing journal articles.
How to Build a Module in Odoo 17 Using the Scaffold MethodCeline George
Odoo provides an option for creating a module by using a single line command. By using this command the user can make a whole structure of a module. It is very easy for a beginner to make a module. There is no need to make each file manually. This slide will show how to create a module using the scaffold method.
it describes the bony anatomy including the femoral head , acetabulum, labrum . also discusses the capsule , ligaments . muscle that act on the hip joint and the range of motion are outlined. factors affecting hip joint stability and weight transmission through the joint are summarized.
How to Fix the Import Error in the Odoo 17Celine George
An import error occurs when a program fails to import a module or library, disrupting its execution. In languages like Python, this issue arises when the specified module cannot be found or accessed, hindering the program's functionality. Resolving import errors is crucial for maintaining smooth software operation and uninterrupted development processes.
Executive Directors Chat Leveraging AI for Diversity, Equity, and InclusionTechSoup
Let’s explore the intersection of technology and equity in the final session of our DEI series. Discover how AI tools, like ChatGPT, can be used to support and enhance your nonprofit's DEI initiatives. Participants will gain insights into practical AI applications and get tips for leveraging technology to advance their DEI goals.
2. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
Tectonic setting Deformation
GEOLOGIC
COMPLEXITY
=
Distribution of faults
and lithological
Sedimentation boundaries as a
patterns function of scale
79
Igneous events Au
Hodkiewicz (2003); Ford and Blenkinsop (2008); Ford and McCuaig (2010)
3. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
Tectonic setting Deformation
GEOLOGIC
COMPLEXITY
=
Uncertainty
=
Sedimentation Lack of knowledge
patterns
?
Igneous events
Hodkiewicz (2003); Ford and Blenkinsop (2008); Ford and McCuaig (2010)
4. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
147 – 478 m
5. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
Small complexity
(volcanic rocks)
Large complexity
(volcanic and
sedimentary)
Small complexity
(sedimentary rocks)
6. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
- 339 sampling points (0 – 20 cm)
- soil and land use survey (purposive sampling)
- particle-size distribution
- transformed to additive log-ratios
- terrain attributes
- 10 m DEM from topographic maps
- multiple linear regression models
- stepwise + repeated 10-fold cross-validation
- R (packages stats, base and caret)
- GRASS, QuantumGIS and SAGA GIS
7. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
Table 1. Confusion matrix for the whole study area
Reference
Prediction User accuracy
Sedimentary Volcanic
Sedimentary 132 16 0.8000
Volcanic 33 158 0.9080
Mapper accuracy 0.8919 0.8272
Accuracy 0.8555 (95% CI: 0.8134 – 0.8911)
NIR 0.5133 (P-Value [Acc > NIR]: < 2e-16)
Kappa 0.7099 (Mcnemar's Test P-Value: 0.02227)
8. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
Table 2. Confusion matrix for the small complexity area
Reference
Prediction User accuracy
Sedimentary Volcanic
Sedimentary 95 0 1.0000
Volcanic 0 109 1.0000
Mapper accuracy 1.0000 1.0000
Accuracy 1.0000 (95% CI: 0.9821 – 1.0000)
NIR 0.5343 (P-Value [Acc > NIR]: < 2.2e-16)
Kappa 1.0000 (Mcnemar's Test P-Value: NA)
9. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
Table 3. Confusion matrix for the large complexity area
Reference
Prediction User accuracy
Sedimentary Volcanic
Sedimentary 37 16 0.5286
Volcanic 33 49 0.7538
Mapper accuracy 0.6981 0.5976
Accuracy 0.6370 (95% CI: 0.5499 – 0.7180)
NIR 0.5185 (P-Value [Acc > NIR]: 0.003605)
Kappa 0.2798 (Mcnemar's Test P-Value: 0.022271)
11. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
Small complexity
Large complexity
Small complexity
12. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
Geology
- Maciel Filho (1990)
- Sub-horizontal (5º)
- Uncertainty?
Elevation
- Brazilian Army
(1970s)
- Aerial photography
- Uncertainty?
13. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
Conclusions
● Yes... we can build predictive models using terrain
attributes (and other environmental co-variates)
● However... large geologic complexity = large
uncertainty = large prediction errors
● Therefore... improving predictive models depends on
improving geologic information available
14. Larger geologic complexity implies larger uncertainty
Alessandro Samuel-Rosa, Ricardo Simão Diniz Dalmolin & Pablo Miguel
Future work
● What is the “required” level of accuracy of the prediction
models?
● Do the users of soil information understand “uncertainty”?
Traditional soil maps “seem” to be very accurate!
● Give an especial attention to the uncertainty of the
environmental co-variates (know where we are going to
“fail”)