Hyperspectral Mineral Identification using SVM and SOM

Remote sensing techniques involving hyperspectral imagery have applications in a number of sciences that study some aspects of the surface of the planet. The analysis of hyperspectral images is complex because of the large amount of information involved and the noise within that data. Investigating images with regard to identify minerals, rocks, vegetation and other materials is an application of hyperspectral remote sensing in the earth sciences. This thesis evaluates the performance of two classification and clustering techniques on hyperspectral images for mineral identification. Support Vector Machines (SVM) and Self-Organizing Maps (SOM) are applied as classification and clustering techniques, respectively. Principal Component Analysis (PCA) is used to prepare the data to be analyzed. The purpose of using PCA is to reduce the amount of data that needs to be processed by identifying the most important components within the data. A well-studied dataset from Cuprite, Nevada and a dataset of more complex data from Baffin Island were used to assess the performance of these techniques. The main goal of this research study is to evaluate the advantage of training a classifier based on a small amount of data compared to an unsupervised method. Determining the effect of feature extraction on the accuracy of the clustering and classification method is another goal of this research. This thesis concludes that using PCA increases the learning accuracy, and especially so in classification. SVM classifies Cuprite data with a high precision and the SOM challenges SVM on datasets with high level of noise (like Baffin Island).

Royal Military College Club of Canada - Memorial Service, 1942

A memorial service programme dated June 20th, 1942. The service to be held in Kingston Ontario and conducted by Honourary Lt. Col. W.C. Kidd, M.C. District Chaplain. On the last page is the Latin phrase "Pro Deo et Patria" (For God and Country) and a list of names lost during military service.

Photograph - Owls Bicycle Club, 1889

A photograph of the Owls Bicycle Club in the year 1889. The men are in the rear of the Watson memorial with St. Joseph's convent/orphanage and St. Catharines Cathedral in the background. There are 21 men on bicycle including Stanley G. Smith (second row, fourth from the left).

Rooibos tea flavonoids increase mineral content in human osteoblast-like cells

Some cross-sectional and prospective studies have demonstrated a positive correlation between habitual tea consumption and bone mineral density in post-menopausal women. Rooibos tea contains no caffeine and is a rich source of flavonoids such as rutin, orientin, hyperoside and luteolin. These flavonoids have similar structures to estradiol, and therefore may act as estrogen mimics to promote favourable outcomes in bone. The overall objective of this research was to identify flavonoids that could enhance mineral content in human osteoblast Saos2 cells. Mineral was quantified by alizarin red staining and characterized by quantifying alkaline phosphatase (ALP) activity, cell mitochondria activity and toxicity, in addition to changes in regulatory markers of osteoblastic activity. Rutin (≥50μM), hyperoside (≥5.0μM), orientin (0.1μM-1.0μM, 15μM-100μM) and luteolin (5.0μM) enhanced mineral content. This was in part due to elevated ALP and mitochondrial activity, and lower toxicity, pro-inflammatory cytokines, and Wnt inhibitors.

The effect of 17-B estradiol therapy on bone mineral density and structure of alveolar bone in the ovariectomized rat model of postmenopausal osteoporosis

The ovariectomized (OVX) rat, a preclinical model for studying postmenopausal bone loss, may also be used to study differences in alveolar bone (AB). The objectives of this study were to quantify the differences in AB following estrogen replacement therapy (ERT), and to investigate the relationship between AB structure and density, and trabecular bone at the femoral neck (FN) and third lumbar vertebral body (LB3). Estrogen treated rats had a higher bone volume fraction (BV/TV) at the AB region (9.8% P < 0.0001), FN (12% P < 0.0001), and LB3 (11.5% P < 0.0001) compared to the OVX group. BV/TV of the AB was positively correlated with the BV/TV at the FN (r = 0.69 P < 0.0001) and the LB3 (r = 0.75 P < 0.0001). The trabecular number (Tb.N), trabecular separation (Tb.Sp), and structure model index (SMI) were also positively correlated (P < 0.05) between the AB and FN (r = 0.42, 0.49, and 0.73, respectfully) and between the AB and LB3 (r = 0.44, 0.63, and 0.69, respectfully). Given the capacity of AB to respond to ERT, future preclinical drug/nutritional intervention studies aimed at improving skeletal health should include the AB as a region of interest (ROI).

Grand Bahama Club Flying Citation, 1958

A Citation from the Grand Bahama Club that reads, "This Citation is awarded to Dorothy Rungeling for having flown a single engine plane across the waters of the Gulf Stream to Grand Bahama Island. In Witness Whereof we have hereunto set our hands this 19th day of August 1958."

Rules and Regulations of the St. Catharines Club

The booklet is a printed set of rules and regulations for the St. Catharines Club. It is pocket size and has several blank pages in the back. The blank pages have handwritten names including H.K. Woodruff. Also included in the booklet are lists of past officers. R. Woodruff is listed as president in 1883, and H.K. Woodruff is listed as a committee member in 1885 and 1886.

Certificate for One Share of Capital Stock in St. Catharines Golf Club Ltd.

Certificate for 1 share of capital stock in St. Catharines Golf Club Ltd. to Dr. Thos. Woodruff, April 15, 1911.

Certificate for One Share of Capital Stock in St. Catharines Lawn Bowling Club

Certificate for 1 share of capital stock in St. Catharines Lawn Bowling Club to executors of the estate of Hamilton K. Woodruff, Dec. 23, 1933.

Booklet containing Jekyl Island Club charter, constitution, by-laws and members’ names

Booklet containing Jekyl Island Club charter, constitution, by-laws and members’ names (2 copies). The first copy is missing the membership list and the pages are loose. The spine is taped. The 2nd copy is in good condition, 1887.

Letter to Mr. Welland D. Woodruff from the secretary of the Jekyl Island Club

Letter to Mr. Welland D. Woodruff from the secretary of the Jekyl Island Club informing Mr. Woodruff that he has been selected as a member of the club, Feb. 15, 1904.

Golf card for the Jekyl Island Club

Golf card for the Jekyl Island Club. There have been entries on the card, but they have been erased, n.d.

Copy (photocopied) of newspaper clipping entitled “Canada’s First Social Club” about the Beaver Club at the North-West Fur Company, Montreal

Copy (photocopied) of newspaper clipping entitled “Canada’s First Social Club” about the Beaver Club at the North-West Fur Company, Montreal. This item has been taped together. Text is not affected, n.d.