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SUMMARY OF SIGNIFICANT ACCOUNTING POLICIES - Narrative (Details) - USD ($)
3 Months Ended 9 Months Ended 12 Months Ended 13 Months Ended
Mar. 08, 2017
Mar. 31, 2017
Sep. 30, 2017
Sep. 30, 2016
Dec. 31, 2016
Dec. 31, 2016
Dec. 31, 2015
Dec. 15, 2015
Schedule of Trading Securities and Other Trading Assets [Line Items]                
Maximum exposure to loss from consolidated trusts     $ 26,740,446   $ 24,716,861      
Fair value of investments [1]     $ 1,304,486,040   $ 870,929,601 $ 870,929,601    
Backstop deferred income, amortization period     5 years          
Backstop guarantee, assumed prepayment rate (percentage)     15.00%          
Common stock, shares authorized (in shares)     450,000,000   450,000,000 450,000,000    
Common stock, par value (in dollars per share)     $ 0.01   $ 0.01 $ 0.01    
Common stock, shares issued (in shares)     22,139,258   17,539,258 17,539,258    
Common stock, shares outstanding (in shares)     22,139,258   17,539,258 17,539,258    
Stock repurchase program, authorized amount               $ 10,000,000
Preferred stock, shares authorized (in shares)     50,000,000   50,000,000 50,000,000    
Preferred stock, par value (in dollars per share)     $ 0.01   $ 0.01 $ 0.01    
Preferred stock, shares issued (in shares)     1,610,000   1,610,000 1,610,000    
Preferred stock, shares outstanding (in shares)     1,610,000   1,610,000 1,610,000    
Income taxes, interest paid     $ 11,086,534 $ 4,671,932        
Stock Repurchase Program                
Schedule of Trading Securities and Other Trading Assets [Line Items]                
Common stock shares repurchased (in shares)     0     126,856    
Weighted average share price of common stock repurchased (in dollars per share)           $ 5.09    
Stock repurchase program, remaining authorized amount     $ 9,400,000          
Non-Agency                
Schedule of Trading Securities and Other Trading Assets [Line Items]                
Fair value of investments     0   $ 7,592,802 $ 7,592,802    
Maximum loss exposure from VIEs     0   4,413,403 4,413,403    
Multi-Family MBS                
Schedule of Trading Securities and Other Trading Assets [Line Items]                
Fair value of investments     $ 30,750,419   73,146,566 73,146,566    
Residential mortgage loans                
Schedule of Trading Securities and Other Trading Assets [Line Items]                
Unpaid mortgage balance             $ 518,455,163  
Internal Revenue Service (IRS)                
Schedule of Trading Securities and Other Trading Assets [Line Items]                
Income taxes, interest paid $ 2,010,000 $ 2,010,000            
Income taxes, interest provision       $ 1,860,000 $ 1,860,000 $ 1,860,000    
Income taxes, interest expense $ 150,000 $ 150,000            
[1] Our consolidated balance sheets include assets and liabilities of consolidated variable interest entities ("VIEs") as the Company is the primary beneficiary of these VIEs. As of September 30, 2017 and December 31, 2016, assets of consolidated VIEs totaled $1,280,093,874 and $1,369,120,941 respectively, and the liabilities of consolidated VIEs totaled $1,253,353,428 and $1,344,404,080 respectively